Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=4, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=4, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=4, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=4, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=4, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 49.3247 ± 7.6826
Hits@20:
Test: 61.5338 ± 6.8312
Hits@30:
Test: 67.7836 ± 7.6056
Hits@50:
Test: 73.7111 ± 5.9060
AUC:
Test: 97.6628 ± 0.2636
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.2192 ± 11.1083
Hits@20:
Test: 55.5819 ± 9.0242
Hits@30:
Test: 62.3080 ± 8.3406
Hits@50:
Test: 70.4970 ± 6.9051
AUC:
Test: 97.5264 ± 0.4234
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 28.5432 ± 5.3767
Hits@20:
Test: 37.7506 ± 5.2854
Hits@30:
Test: 44.7747 ± 7.8489
Hits@50:
Test: 54.7466 ± 7.8638
AUC:
Test: 97.8156 ± 0.3667
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 53.7038 ± 7.1555
Hits@20:
Test: 60.4811 ± 7.3878
Hits@30:
Test: 69.3125 ± 2.4192
Hits@50:
Test: 75.7602 ± 2.8350
AUC:
Test: 98.1926 ± 0.0653
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.7345 ± 6.7840
Hits@20:
Test: 36.1167 ± 8.8689
Hits@30:
Test: 41.6803 ± 9.4840
Hits@50:
Test: 52.4386 ± 7.7383
AUC:
Test: 97.7574 ± 0.5606
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 33.6158 ± 2.4388
Hits@20:
Test: 44.1812 ± 3.0987
Hits@30:
Test: 53.9871 ± 1.6911
Hits@50:
Test: 61.2211 ± 2.6013
AUC:
Test: 98.0593 ± 0.0807
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.3097 ± 2.0785
Hits@20:
Test: 66.6431 ± 1.8010
Hits@30:
Test: 71.6546 ± 0.9133
Hits@50:
Test: 77.7116 ± 1.0906
AUC:
Test: 98.4529 ± 0.0405
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.2529 ± 4.0567
Hits@20:
Test: 50.6509 ± 2.7407
Hits@30:
Test: 54.9567 ± 2.7741
Hits@50:
Test: 64.3595 ± 3.0424
AUC:
Test: 98.2781 ± 0.0340
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.3170 ± 3.0002
Hits@20:
Test: 64.1079 ± 2.1448
Hits@30:
Test: 69.5714 ± 1.7808
Hits@50:
Test: 74.0701 ± 1.4479
AUC:
Test: 98.1289 ± 0.0457
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.7202 ± 3.9595
Hits@20:
Test: 68.4821 ± 1.0755
Hits@30:
Test: 72.8709 ± 0.7499
Hits@50:
Test: 78.2342 ± 0.4983
AUC:
Test: 98.3601 ± 0.0424
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.0543 ± 1.7271
Hits@20:
Test: 44.1495 ± 2.0897
Hits@30:
Test: 49.7570 ± 2.0554
Hits@50:
Test: 58.0071 ± 1.4841
AUC:
Test: 97.5068 ± 0.0384
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.5875 ± 6.1540
Hits@20:
Test: 50.2455 ± 4.1414
Hits@30:
Test: 58.6689 ± 2.4872
Hits@50:
Test: 66.7236 ± 1.9122
AUC:
Test: 98.1876 ± 0.0514
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.2584 ± 3.0418
Hits@20:
Test: 63.3069 ± 1.1251
Hits@30:
Test: 67.0021 ± 1.6092
Hits@50:
Test: 72.6633 ± 2.0017
AUC:
Test: 98.0510 ± 0.0914
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.0630 ± 2.6934
Hits@20:
Test: 64.4059 ± 2.3324
Hits@30:
Test: 71.5741 ± 1.5382
Hits@50:
Test: 77.3721 ± 1.2925
AUC:
Test: 98.3461 ± 0.0460
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GCN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 37.1547 ± 1.8003
Hits@20:
Test: 44.2716 ± 2.7977
Hits@30:
Test: 49.2343 ± 2.3232
Hits@50:
Test: 57.0497 ± 0.7372
AUC:
Test: 97.3577 ± 0.0534
All runs:
Hits@10:
Test: 41.4043 ± 4.6704
Hits@20:
Test: 47.7714 ± 4.0577
Hits@30:
Test: 58.7495 ± 2.9285
Hits@50:
Test: 67.7934 ± 2.0031
AUC:
Test: 98.2078 ± 0.0217
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.2811 ± 12.0054
Hits@20:
Test: 57.2182 ± 10.8818
Hits@30:
Test: 63.6488 ± 8.8797
Hits@50:
Test: 71.8061 ± 8.7705
AUC:
Test: 97.6230 ± 0.2686
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.0056 ± 7.5144
Hits@20:
Test: 34.9640 ± 9.1827
Hits@30:
Test: 43.6122 ± 9.6472
Hits@50:
Test: 51.6742 ± 8.1159
AUC:
Test: 97.7705 ± 0.4127
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 51.5179 ± 5.7944
Hits@20:
Test: 61.1112 ± 3.8717
Hits@30:
Test: 68.1915 ± 2.3377
Hits@50:
Test: 75.6405 ± 2.1584
AUC:
Test: 98.1674 ± 0.0677
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 32.4533 ± 1.4008
Hits@20:
Test: 45.2192 ± 1.4253
Hits@30:
Test: 51.4153 ± 1.9427
Hits@50:
Test: 60.4982 ± 1.1745
AUC:
Test: 98.0490 ± 0.0708
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.8318 ± 4.0692
Hits@20:
Test: 58.8277 ± 1.6873
Hits@30:
Test: 64.6062 ± 2.5384
Hits@50:
Test: 72.0308 ± 2.3396
AUC:
Test: 98.0950 ± 0.0708
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.5859 ± 3.0893
Hits@20:
Test: 47.7787 ± 3.8103
Hits@30:
Test: 52.1260 ± 2.3595
Hits@50:
Test: 59.4871 ± 1.1825
AUC:
Test: 97.5590 ± 0.0856
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 53.8259 ± 1.7110
Hits@20:
Test: 61.3140 ± 1.1445
Hits@30:
Test: 65.2314 ± 1.2471
Hits@50:
Test: 72.7830 ± 1.1371
AUC:
Test: 97.9999 ± 0.0620
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.4098 ± 3.2337
Hits@20:
Test: 43.4339 ± 3.9717
Hits@30:
Test: 52.0137 ± 1.8831
Hits@50:
Test: 56.6321 ± 1.6123
AUC:
Test: 97.3239 ± 0.0813
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.4179 ± 12.5653
Hits@20:
Test: 50.9635 ± 9.3430
Hits@30:
Test: 60.1734 ± 9.2022
Hits@50:
Test: 68.5603 ± 7.6675
AUC:
Test: 97.3346 ± 0.2472
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.2949 ± 4.7131
Hits@20:
Test: 34.1458 ± 5.5926
Hits@30:
Test: 40.9403 ± 7.0327
Hits@50:
Test: 51.6913 ± 6.1451
AUC:
Test: 97.7217 ± 0.2918
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.3580 ± 5.8926
Hits@20:
Test: 61.4019 ± 6.4988
Hits@30:
Test: 66.2303 ± 4.1954
Hits@50:
Test: 72.8978 ± 3.3714
AUC:
Test: 97.8035 ± 0.1134
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 29.7301 ± 2.5323
Hits@20:
Test: 39.9902 ± 2.5708
Hits@30:
Test: 48.2330 ± 3.7138
Hits@50:
Test: 58.1878 ± 2.4789
AUC:
Test: 98.0697 ± 0.0721
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 49.1098 ± 5.9649
Hits@20:
Test: 58.8155 ± 3.9038
Hits@30:
Test: 64.2301 ± 3.9625
Hits@50:
Test: 71.6205 ± 2.3212
AUC:
Test: 97.7759 ± 0.0218
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 33.5084 ± 3.3462
Hits@20:
Test: 43.5511 ± 3.6822
Hits@30:
Test: 47.0460 ± 2.9238
Hits@50:
Test: 55.9482 ± 2.9530
AUC:
Test: 97.3434 ± 0.0359
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 47.0338 ± 4.5252
Hits@20:
Test: 55.6747 ± 4.7936
Hits@30:
Test: 62.2127 ± 2.3882
Hits@50:
Test: 68.0254 ± 1.2801
AUC:
Test: 97.5870 ± 0.0821
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1000, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 32.2603 ± 0.7027
Hits@20:
Test: 40.3883 ± 2.0854
Hits@30:
Test: 45.7223 ± 2.7683
Hits@50:
Test: 53.2177 ± 1.0793
AUC:
Test: 96.6423 ± 0.0846
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 44.1544 ± 7.6067
Hits@20:
Test: 53.3667 ± 6.8987
Hits@30:
Test: 61.4068 ± 5.2708
Hits@50:
Test: 70.1282 ± 4.6522
AUC:
Test: 97.3199 ± 0.2030
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 44.1544 ± 7.6067
Hits@20:
Test: 53.3667 ± 6.8987
Hits@30:
Test: 61.4068 ± 5.2708
Hits@50:
Test: 70.1282 ± 4.6522
AUC:
Test: 97.3199 ± 0.2030
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.4433 ± 5.8293
Hits@20:
Test: 59.7313 ± 8.0454
Hits@30:
Test: 66.2767 ± 7.0110
Hits@50:
Test: 74.4389 ± 3.3980
AUC:
Test: 97.6115 ± 0.2760
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.3842 ± 4.9005
Hits@20:
Test: 34.4877 ± 6.5563
Hits@30:
Test: 42.1224 ± 8.0624
Hits@50:
Test: 52.5998 ± 7.2093
AUC:
Test: 97.7567 ± 0.3258
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.3842 ± 4.9005
Hits@20:
Test: 34.4877 ± 6.5563
Hits@30:
Test: 42.1224 ± 8.0624
Hits@50:
Test: 52.5998 ± 7.2093
AUC:
Test: 97.7567 ± 0.3258
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.4867 ± 5.8608
Hits@20:
Test: 37.6920 ± 9.2568
Hits@30:
Test: 44.6135 ± 7.4810
Hits@50:
Test: 53.9236 ± 7.2972
AUC:
Test: 97.7922 ± 0.3675
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.5412 ± 9.2980
Hits@20:
Test: 62.5009 ± 4.2198
Hits@30:
Test: 68.7190 ± 1.0075
Hits@50:
Test: 74.1336 ± 0.9952
AUC:
Test: 97.7908 ± 0.1511
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.5412 ± 9.2980
Hits@20:
Test: 62.5009 ± 4.2198
Hits@30:
Test: 68.7190 ± 1.0075
Hits@50:
Test: 74.1336 ± 0.9952
AUC:
Test: 97.7908 ± 0.1511
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 53.4766 ± 5.5422
Hits@20:
Test: 65.6783 ± 2.0333
Hits@30:
Test: 70.3700 ± 1.2277
Hits@50:
Test: 76.8397 ± 1.6042
AUC:
Test: 98.1765 ± 0.0534
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 32.5412 ± 2.2670
Hits@20:
Test: 45.4976 ± 1.8885
Hits@30:
Test: 50.1649 ± 2.6239
Hits@50:
Test: 61.7536 ± 1.1685
AUC:
Test: 98.1160 ± 0.0488
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 32.5412 ± 2.2670
Hits@20:
Test: 45.4976 ± 1.8885
Hits@30:
Test: 50.1649 ± 2.6239
Hits@50:
Test: 61.7536 ± 1.1685
AUC:
Test: 98.1160 ± 0.0488
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.0678 ± 9.3422
Hits@20:
Test: 58.0535 ± 10.4821
Hits@30:
Test: 64.0176 ± 8.6573
Hits@50:
Test: 71.8720 ± 5.9276
AUC:
Test: 97.6949 ± 0.2178
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.4433 ± 5.8293
Hits@20:
Test: 59.7313 ± 8.0454
Hits@30:
Test: 66.2767 ± 7.0110
Hits@50:
Test: 74.4389 ± 3.3980
AUC:
Test: 97.6115 ± 0.2760
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.8587 ± 3.4121
Hits@20:
Test: 60.5544 ± 6.1448
Hits@30:
Test: 68.9242 ± 3.7039
Hits@50:
Test: 74.5463 ± 1.8092
AUC:
Test: 97.2306 ± 0.0823
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 24.8089 ± 4.8908
Hits@20:
Test: 34.9713 ± 8.3638
Hits@30:
Test: 43.1555 ± 8.4469
Hits@50:
Test: 52.9906 ± 7.1927
AUC:
Test: 97.7624 ± 0.3585
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.2904 ± 4.7976
Hits@20:
Test: 50.8243 ± 6.3656
Hits@30:
Test: 58.1170 ± 3.8757
Hits@50:
Test: 67.6224 ± 3.4485
AUC:
Test: 98.3574 ± 0.0637
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.4867 ± 5.8608
Hits@20:
Test: 37.6920 ± 9.2568
Hits@30:
Test: 44.6135 ± 7.4810
Hits@50:
Test: 53.9236 ± 7.2972
AUC:
Test: 97.7922 ± 0.3675
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 54.1043 ± 3.0776
Hits@20:
Test: 64.7796 ± 1.7609
Hits@30:
Test: 70.4066 ± 2.8699
Hits@50:
Test: 77.6700 ± 1.6555
AUC:
Test: 98.1336 ± 0.0600
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 53.4766 ± 5.5422
Hits@20:
Test: 65.6783 ± 2.0333
Hits@30:
Test: 70.3700 ± 1.2277
Hits@50:
Test: 76.8397 ± 1.6042
AUC:
Test: 98.1765 ± 0.0534
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 31.2785 ± 2.1065
Hits@20:
Test: 44.8260 ± 4.4841
Hits@30:
Test: 51.6937 ± 1.6785
Hits@50:
Test: 59.9023 ± 2.9498
AUC:
Test: 98.0501 ± 0.0452
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6885 ± 5.9985
Hits@20:
Test: 69.3906 ± 2.2114
Hits@30:
Test: 73.8356 ± 1.6674
Hits@50:
Test: 77.0595 ± 0.9228
AUC:
Test: 97.6703 ± 0.0962
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 32.9369 ± 1.5286
Hits@20:
Test: 44.8138 ± 4.0031
Hits@30:
Test: 52.4289 ± 1.0454
Hits@50:
Test: 60.5568 ± 2.7641
AUC:
Test: 98.0249 ± 0.0847
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.1406 ± 7.7402
Hits@20:
Test: 56.6125 ± 7.5442
Hits@30:
Test: 63.3753 ± 7.4201
Hits@50:
Test: 73.2080 ± 5.3253
AUC:
Test: 97.5622 ± 0.1808
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 37.7506 ± 2.4751
Hits@20:
Test: 50.6411 ± 4.2092
Hits@30:
Test: 57.5430 ± 2.3842
Hits@50:
Test: 68.7801 ± 2.7098
AUC:
Test: 98.3222 ± 0.0424
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 44.2765 ± 15.3977
Hits@20:
Test: 57.4136 ± 13.6982
Hits@30:
Test: 66.0178 ± 9.7704
Hits@50:
Test: 73.4913 ± 6.2262
AUC:
Test: 97.5723 ± 0.2403
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 30.0916 ± 9.9535
Hits@20:
Test: 40.3663 ± 9.8621
Hits@30:
Test: 46.7334 ± 8.2923
Hits@50:
Test: 55.7577 ± 7.4145
AUC:
Test: 97.8689 ± 0.3474
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.4436 ± 11.7447
Hits@20:
Test: 56.0361 ± 11.6459
Hits@30:
Test: 63.2507 ± 9.2869
Hits@50:
Test: 70.1673 ± 8.2087
AUC:
Test: 97.5371 ± 0.3693
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 55.1667 ± 6.6850
Hits@20:
Test: 63.9956 ± 5.0528
Hits@30:
Test: 68.9290 ± 3.8084
Hits@50:
Test: 74.2557 ± 2.0213
AUC:
Test: 97.2494 ± 0.0699
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 29.5396 ± 9.2479
Hits@20:
Test: 37.9778 ± 11.5972
Hits@30:
Test: 43.4241 ± 9.7275
Hits@50:
Test: 54.6758 ± 9.8401
AUC:
Test: 97.8177 ± 0.4824
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.9613 ± 2.1094
Hits@20:
Test: 63.6415 ± 0.9379
Hits@30:
Test: 69.1757 ± 2.1348
Hits@50:
Test: 76.1241 ± 2.3425
AUC:
Test: 98.1103 ± 0.0366
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.3304 ± 5.6354
Hits@20:
Test: 34.8419 ± 7.2808
Hits@30:
Test: 42.9161 ± 7.7354
Hits@50:
Test: 51.2468 ± 8.5991
AUC:
Test: 97.7491 ± 0.5498
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.8905 ± 5.2774
Hits@20:
Test: 63.8564 ± 4.4812
Hits@30:
Test: 69.8669 ± 1.7626
Hits@50:
Test: 78.7911 ± 0.6665
AUC:
Test: 98.1598 ± 0.0597
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 39.9316 ± 3.4986
Hits@20:
Test: 51.7939 ± 3.2072
Hits@30:
Test: 60.0122 ± 2.2409
Hits@50:
Test: 67.4075 ± 2.7776
AUC:
Test: 98.3383 ± 0.0345
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.9542 ± 3.6016
Hits@20:
Test: 44.9481 ± 3.2410
Hits@30:
Test: 52.3165 ± 1.0297
Hits@50:
Test: 60.5593 ± 1.2423
AUC:
Test: 98.0260 ± 0.1033
All runs:
Hits@10:
Test: 34.6538 ± 3.3581
Hits@20:
Test: 46.0203 ± 1.8017
Hits@30:
Test: 52.8489 ± 2.7109
Hits@50:
Test: 62.1272 ± 2.9216
AUC:
Test: 98.0258 ± 0.0637
All runs:
Hits@10:
Test: 53.8356 ± 2.4933
Hits@20:
Test: 63.6537 ± 1.9675
Hits@30:
Test: 69.1806 ± 2.3968
Hits@50:
Test: 77.0766 ± 1.2624
AUC:
Test: 98.4177 ± 0.0367
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 51.3616 ± 10.1501
Hits@20:
Test: 64.4157 ± 6.1922
Hits@30:
Test: 71.1540 ± 4.0260
Hits@50:
Test: 75.9458 ± 2.2864
AUC:
Test: 97.6805 ± 0.0845
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_RA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.0201 ± 2.8233
Hits@20:
Test: 45.2387 ± 3.9466
Hits@30:
Test: 52.5217 ± 2.1862
Hits@50:
Test: 63.0187 ± 1.9567
AUC:
Test: 98.2958 ± 0.0337
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.2518 ± 1.7348
Hits@20:
Test: 51.7572 ± 5.5341
Hits@30:
Test: 59.2722 ± 3.4317
Hits@50:
Test: 67.9912 ± 1.9655
AUC:
Test: 98.2925 ± 0.0183
All runs:
Hits@10:
Test: 54.4071 ± 4.3359
Hits@20:
Test: 62.2347 ± 2.7835
Hits@30:
Test: 68.7850 ± 1.0282
Hits@50:
Test: 76.1925 ± 1.0604
AUC:
Test: 98.4026 ± 0.0307
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_GAT_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.0, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.7295 ± 2.5109
Hits@20:
Test: 46.0178 ± 1.7070
Hits@30:
Test: 53.9651 ± 1.4231
Hits@50:
Test: 63.9736 ± 2.3164
AUC:
Test: 98.2095 ± 0.0319
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5117 ± 7.5319
Hits@20:
Test: 58.9889 ± 4.6861
Hits@30:
Test: 65.2754 ± 5.1801
Hits@50:
Test: 71.5130 ± 3.6874
AUC:
Test: 97.2483 ± 0.1642
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 34.2411 ± 3.7095
Hits@20:
Test: 45.8127 ± 2.6411
Hits@30:
Test: 54.4022 ± 3.3135
Hits@50:
Test: 63.7856 ± 1.6696
AUC:
Test: 98.3310 ± 0.0332
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 59.8266 ± 4.4553
Hits@20:
Test: 66.6528 ± 4.5846
Hits@30:
Test: 74.0359 ± 3.1619
Hits@50:
Test: 78.9034 ± 2.3842
AUC:
Test: 97.7490 ± 0.3187
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 40.4518 ± 5.3956
Hits@20:
Test: 48.2037 ± 6.7323
Hits@30:
Test: 57.4038 ± 3.1612
Hits@50:
Test: 66.6015 ± 3.6991
AUC:
Test: 98.3367 ± 0.0568
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 48.4015 ± 9.9999
Hits@20:
Test: 59.3113 ± 5.3963
Hits@30:
Test: 69.2734 ± 1.5998
Hits@50:
Test: 76.4806 ± 1.0533
AUC:
Test: 97.4811 ± 0.6355
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.1889 ± 5.6852
Hits@20:
Test: 65.5001 ± 3.8617
Hits@30:
Test: 73.0150 ± 1.6949
Hits@50:
Test: 78.4687 ± 1.5411
AUC:
Test: 97.7966 ± 0.4525
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.8665 ± 5.9617
Hits@20:
Test: 64.7991 ± 3.8747
Hits@30:
Test: 70.0012 ± 2.1897
Hits@50:
Test: 77.0228 ± 1.9443
AUC:
Test: 98.2332 ± 0.0697
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.1577 ± 1.2767
Hits@20:
Test: 49.0902 ± 1.8489
Hits@30:
Test: 57.9143 ± 3.2344
Hits@50:
Test: 66.7090 ± 1.3070
AUC:
Test: 98.3902 ± 0.0429
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.9514 ± 2.8670
Hits@20:
Test: 50.7193 ± 4.2821
Hits@30:
Test: 59.4749 ± 2.6008
Hits@50:
Test: 68.2232 ± 2.3572
AUC:
Test: 98.4283 ± 0.0461
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 40.3151 ± 1.9051
Hits@20:
Test: 51.6889 ± 3.5651
Hits@30:
Test: 60.3688 ± 2.0291
Hits@50:
Test: 68.5847 ± 2.5523
AUC:
Test: 98.2641 ± 0.0298
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.8238 ± 4.8445
Hits@20:
Test: 58.2709 ± 4.8941
Hits@30:
Test: 65.1728 ± 3.7085
Hits@50:
Test: 70.3920 ± 2.2614
AUC:
Test: 97.2881 ± 0.1235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 59.9658 ± 2.9421
Hits@20:
Test: 64.5354 ± 3.2199
Hits@30:
Test: 70.4457 ± 2.2102
Hits@50:
Test: 76.6638 ± 1.3354
AUC:
Test: 98.5666 ± 0.0248
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 51.5985 ± 10.6604
Hits@20:
Test: 64.6770 ± 7.2373
Hits@30:
Test: 71.3420 ± 3.2606
Hits@50:
Test: 78.1536 ± 1.6808
AUC:
Test: 97.7215 ± 0.0657
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 36.1460 ± 4.4819
Hits@20:
Test: 48.0645 ± 3.4176
Hits@30:
Test: 52.2677 ± 4.5036
Hits@50:
Test: 62.6939 ± 4.3511
AUC:
Test: 98.3193 ± 0.0660
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.9363 ± 1.6205
Hits@20:
Test: 63.3557 ± 2.6609
Hits@30:
Test: 66.5820 ± 3.2665
Hits@50:
Test: 74.2850 ± 2.6781
AUC:
Test: 98.2436 ± 0.0487
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 40.7840 ± 4.6920
Hits@20:
Test: 50.5068 ± 2.4677
Hits@30:
Test: 57.6627 ± 1.9253
Hits@50:
Test: 67.9350 ± 2.2714
AUC:
Test: 98.3584 ± 0.0254
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.3666 ± 4.2347
Hits@20:
Test: 49.1171 ± 1.9249
Hits@30:
Test: 59.2160 ± 0.9704
Hits@50:
Test: 68.6335 ± 1.4376
AUC:
Test: 98.0373 ± 0.0343
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 44.2789 ± 3.2349
Hits@20:
Test: 53.2202 ± 1.5227
Hits@30:
Test: 57.6603 ± 1.3975
Hits@50:
Test: 64.3351 ± 1.7048
AUC:
Test: 97.8430 ± 0.0078
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.5165 ± 2.2102
Hits@20:
Test: 59.8168 ± 3.2188
Hits@30:
Test: 67.0509 ± 1.9292
Hits@50:
Test: 74.2142 ± 1.0499
AUC:
Test: 98.3542 ± 0.0344
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.7018 ± 2.6425
Hits@20:
Test: 68.8338 ± 1.8583
Hits@30:
Test: 73.8136 ± 2.5493
Hits@50:
Test: 80.5764 ± 1.0137
AUC:
Test: 97.3836 ± 0.1158
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.2733 ± 3.4296
Hits@20:
Test: 47.1852 ± 2.3596
Hits@30:
Test: 55.5379 ± 2.3376
Hits@50:
Test: 65.1850 ± 1.3720
AUC:
Test: 98.1543 ± 0.0364
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.4258 ± 7.9842
Hits@20:
Test: 67.5345 ± 5.2575
Hits@30:
Test: 73.0590 ± 2.9311
Hits@50:
Test: 79.0157 ± 1.3342
AUC:
Test: 97.5228 ± 0.3233
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.9376 ± 2.8724
Hits@20:
Test: 52.8807 ± 1.9737
Hits@30:
Test: 59.0890 ± 2.5412
Hits@50:
Test: 67.0485 ± 2.5346
AUC:
Test: 97.6180 ± 0.0568
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 55.2131 ± 7.6944
Hits@20:
Test: 66.5649 ± 4.3993
Hits@30:
Test: 71.2810 ± 3.8571
Hits@50:
Test: 77.1767 ± 2.1458
AUC:
Test: 97.9239 ± 0.4727
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.4760 ± 2.8250
Hits@20:
Test: 48.7239 ± 2.9829
Hits@30:
Test: 58.0877 ± 4.2129
Hits@50:
Test: 68.0352 ± 2.8499
AUC:
Test: 98.3527 ± 0.0479
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.6339 ± 5.6931
Hits@20:
Test: 52.9051 ± 2.9282
Hits@30:
Test: 60.9769 ± 1.7140
Hits@50:
Test: 68.3014 ± 2.9867
AUC:
Test: 97.2552 ± 0.1659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 51.2126 ± 3.8268
Hits@20:
Test: 63.4070 ± 4.6026
Hits@30:
Test: 69.8449 ± 1.5419
Hits@50:
Test: 76.4098 ± 1.6887
AUC:
Test: 97.7959 ± 0.6855
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 39.8730 ± 4.0368
Hits@20:
Test: 48.9071 ± 5.0799
Hits@30:
Test: 56.7029 ± 1.9670
Hits@50:
Test: 65.9787 ± 2.5666
AUC:
Test: 98.3551 ± 0.0492
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 51.5741 ± 10.1825
Hits@20:
Test: 63.6586 ± 6.7261
Hits@30:
Test: 70.3138 ± 3.5887
Hits@50:
Test: 77.1889 ± 2.4344
AUC:
Test: 98.2293 ± 0.0387
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
All runs:
Hits@10:
Test: 35.4622 ± 2.9646
Hits@20:
Test: 45.0922 ± 3.4802
Hits@30:
Test: 51.1515 ± 3.4650
Hits@50:
Test: 59.9194 ± 1.3974
AUC:
Test: 98.1653 ± 0.0423
All runs:
Hits@10:
Test: 56.7713 ± 2.6782
Hits@20:
Test: 66.3451 ± 3.6014
Hits@30:
Test: 70.4189 ± 1.9487
Hits@50:
Test: 75.1423 ± 3.7222
AUC:
Test: 98.5521 ± 0.0269
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.0065 ± 3.3048
Hits@20:
Test: 53.2226 ± 3.1215
Hits@30:
Test: 59.2893 ± 3.1570
Hits@50:
Test: 67.8129 ± 2.0531
AUC:
Test: 98.2395 ± 0.0251
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.6952 ± 5.8155
Hits@20:
Test: 52.9613 ± 3.2142
Hits@30:
Test: 60.2833 ± 1.7882
Hits@50:
Test: 67.7885 ± 1.9960
AUC:
Test: 98.4706 ± 0.0389
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.3726 ± 2.9241
Hits@20:
Test: 52.0528 ± 1.7392
Hits@30:
Test: 57.9338 ± 3.0149
Hits@50:
Test: 67.1730 ± 1.0249
AUC:
Test: 98.3652 ± 0.0235
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 59.5286 ± 1.9467
Hits@20:
Test: 63.9174 ± 2.5978
Hits@30:
Test: 67.9888 ± 1.8320
Hits@50:
Test: 74.3803 ± 2.5016
AUC:
Test: 98.2603 ± 0.0592
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 50.6606 ± 5.2056
Hits@20:
Test: 64.3400 ± 4.2681
Hits@30:
Test: 71.6058 ± 2.8133
Hits@50:
Test: 77.6920 ± 1.3019
AUC:
Test: 97.8109 ± 0.0527
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.5413 ± 2.9860
Hits@20:
Test: 51.7792 ± 1.9791
Hits@30:
Test: 56.0484 ± 1.4004
Hits@50:
Test: 63.3777 ± 1.4505
AUC:
Test: 97.8420 ± 0.0252
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 54.7246 ± 3.7622
Hits@20:
Test: 61.9929 ± 3.7230
Hits@30:
Test: 67.8691 ± 2.7043
Hits@50:
Test: 74.7417 ± 1.5915
AUC:
Test: 98.3406 ± 0.0393
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.6561 ± 1.6634
Hits@20:
Test: 53.3032 ± 3.6161
Hits@30:
Test: 60.4201 ± 2.5987
Hits@50:
Test: 68.5945 ± 1.3292
AUC:
Test: 98.0515 ± 0.0304
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 37.5308 ± 1.6430
Hits@20:
Test: 47.6688 ± 3.7072
Hits@30:
Test: 55.8432 ± 2.0627
Hits@50:
Test: 64.3278 ± 0.9386
AUC:
Test: 98.1399 ± 0.0257
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 59.6361 ± 2.6572
Hits@20:
Test: 67.3660 ± 4.3303
Hits@30:
Test: 71.1564 ± 1.7261
Hits@50:
Test: 75.9507 ± 1.1950
AUC:
Test: 97.3257 ± 0.1906
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 55.3841 ± 6.8743
Hits@20:
Test: 67.4099 ± 1.3368
Hits@30:
Test: 76.1143 ± 1.2690
Hits@50:
Test: 80.4567 ± 0.6949
AUC:
Test: 97.3979 ± 0.1255
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.6345 ± 5.1178
Hits@20:
Test: 63.8930 ± 5.5944
Hits@30:
Test: 72.1578 ± 2.8049
Hits@50:
Test: 77.4576 ± 1.2734
AUC:
Test: 98.4719 ± 0.0718
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 44.6135 ± 3.5103
Hits@20:
Test: 56.3830 ± 2.2791
Hits@30:
Test: 64.2911 ± 2.2918
Hits@50:
Test: 71.5032 ± 2.3689
AUC:
Test: 98.4092 ± 0.0209
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 40.0830 ± 3.8945
Hits@20:
Test: 51.5643 ± 1.7600
Hits@30:
Test: 58.9352 ± 2.0489
Hits@50:
Test: 68.4821 ± 2.0877
AUC:
Test: 97.6247 ± 0.0585
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 59.3870 ± 3.1977
Hits@20:
Test: 68.0913 ± 1.5009
Hits@30:
Test: 72.3947 ± 1.8972
Hits@50:
Test: 77.5333 ± 1.9529
AUC:
Test: 98.2819 ± 0.0456
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.7525 ± 4.2419
Hits@20:
Test: 49.7790 ± 3.7001
Hits@30:
Test: 58.5810 ± 3.8361
Hits@50:
Test: 67.4808 ± 1.5049
AUC:
Test: 98.3550 ± 0.0241
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.3237 ± 3.5906
Hits@20:
Test: 52.3141 ± 4.3868
Hits@30:
Test: 62.0711 ± 4.5278
Hits@50:
Test: 71.3738 ± 3.7027
AUC:
Test: 97.5156 ± 0.0940
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 46.6162 ± 5.0257
Hits@20:
Test: 55.5990 ± 1.6796
Hits@30:
Test: 62.3983 ± 2.7310
Hits@50:
Test: 69.9255 ± 0.7698
AUC:
Test: 98.2235 ± 0.0193
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.6383 ± 3.9313
Hits@20:
Test: 65.4952 ± 3.9139
Hits@30:
Test: 71.5252 ± 1.8683
Hits@50:
Test: 77.8557 ± 1.2327
AUC:
Test: 98.4467 ± 0.0664
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.4268 ± 3.9095
Hits@20:
Test: 51.6473 ± 2.8604
Hits@30:
Test: 59.3039 ± 2.2791
Hits@50:
Test: 68.9046 ± 1.5719
AUC:
Test: 98.5115 ± 0.0245
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.6896 ± 2.8854
Hits@20:
Test: 62.8746 ± 2.0745
Hits@30:
Test: 68.9999 ± 2.9811
Hits@50:
Test: 74.9200 ± 2.0711
AUC:
Test: 98.1222 ± 0.0494
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_CN_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.1907 ± 2.0640
Hits@20:
Test: 51.5081 ± 2.7855
Hits@30:
Test: 57.2890 ± 3.0605
Hits@50:
Test: 67.1779 ± 2.7076
AUC:
Test: 98.3179 ± 0.0305
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.4488 ± 2.1279
Hits@20:
Test: 61.3457 ± 4.3736
Hits@30:
Test: 69.2661 ± 3.0211
Hits@50:
Test: 77.5943 ± 1.7794
AUC:
Test: 97.9526 ± 0.0443
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.0189 ± 1.7932
Hits@20:
Test: 52.8025 ± 1.2825
Hits@30:
Test: 58.3392 ± 2.1361
Hits@50:
Test: 64.1739 ± 2.1288
AUC:
Test: 97.8182 ± 0.0360
All runs:
Hits@10:
Test: 51.6571 ± 3.7167
Hits@20:
Test: 61.3188 ± 2.4178
Hits@30:
Test: 67.2219 ± 1.3909
Hits@50:
Test: 74.2899 ± 0.6989
AUC:
Test: 98.3086 ± 0.0168
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_SAGE_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 45.2925 ± 4.5236
Hits@20:
Test: 54.0188 ± 4.1033
Hits@30:
Test: 61.7951 ± 1.7501
Hits@50:
Test: 68.7166 ± 0.6395
AUC:
Test: 98.2015 ± 0.0358
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 38.4003 ± 2.6561
Hits@20:
Test: 46.5747 ± 1.6403
Hits@30:
Test: 54.4218 ± 1.4038
Hits@50:
Test: 65.1752 ± 1.2760
AUC:
Test: 98.1117 ± 0.0180
All runs:
Hits@10:
Test: 55.8847 ± 4.9952
Hits@20:
Test: 68.4040 ± 1.7333
Hits@30:
Test: 74.1360 ± 2.4685
Hits@50:
Test: 80.0708 ± 1.1461
AUC:
Test: 97.4534 ± 0.0524
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_capped_shortest_path_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.1297 ± 1.8814
Hits@20:
Test: 52.7708 ± 3.1095
Hits@30:
Test: 58.7495 ± 1.8920
Hits@50:
Test: 68.0107 ± 2.2166
AUC:
Test: 97.6781 ± 0.0415
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 54.4560 ± 4.4453
Hits@20:
Test: 66.0984 ± 3.5382
Hits@30:
Test: 72.6951 ± 3.0405
Hits@50:
Test: 78.6812 ± 2.1515
AUC:
Test: 97.5816 ± 0.1822
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.9308 ± 4.3102
Hits@20:
Test: 49.8425 ± 4.5876
Hits@30:
Test: 56.4025 ± 5.1069
Hits@50:
Test: 67.4612 ± 3.4567
AUC:
Test: 98.3833 ± 0.0472
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 52.2823 ± 7.9916
Hits@20:
Test: 63.2043 ± 2.3349
Hits@30:
Test: 70.7852 ± 1.9122
Hits@50:
Test: 77.4209 ± 1.0181
AUC:
Test: 98.2308 ± 0.0546
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 40.9940 ± 3.0279
Hits@20:
Test: 51.9795 ± 2.9382
Hits@30:
Test: 58.7715 ± 1.5467
Hits@50:
Test: 67.7055 ± 2.1735
AUC:
Test: 98.2607 ± 0.0150
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 55.7797 ± 4.4782
Hits@20:
Test: 63.6170 ± 4.3220
Hits@30:
Test: 68.7727 ± 2.7955
Hits@50:
Test: 75.2546 ± 2.4291
AUC:
Test: 98.2709 ± 0.0659
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.5096 ± 3.9775
Hits@20:
Test: 52.2750 ± 1.9741
Hits@30:
Test: 58.3685 ± 3.2783
Hits@50:
Test: 64.0835 ± 2.1334
AUC:
Test: 97.8806 ± 0.0436
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 60.9891 ± 5.5379
Hits@20:
Test: 69.5567 ± 2.9795
Hits@30:
Test: 74.7564 ± 1.9272
Hits@50:
Test: 79.2209 ± 1.2253
AUC:
Test: 97.7086 ± 0.1983
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.9370 ± 3.7885
Hits@20:
Test: 52.2945 ± 2.9438
Hits@30:
Test: 60.0269 ± 2.4260
Hits@50:
Test: 68.6750 ± 3.5239
AUC:
Test: 98.3781 ± 0.0245
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 55.4036 ± 6.2985
Hits@20:
Test: 63.5755 ± 3.7664
Hits@30:
Test: 69.6910 ± 2.1203
Hits@50:
Test: 76.9715 ± 1.6588
AUC:
Test: 98.2101 ± 0.0325
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.1088 ± 4.0207
Hits@20:
Test: 51.4886 ± 3.7677
Hits@30:
Test: 58.8106 ± 2.4091
Hits@50:
Test: 66.8018 ± 2.7841
AUC:
Test: 98.2512 ± 0.0162
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.3221 ± 4.2257
Hits@20:
Test: 64.9017 ± 2.0430
Hits@30:
Test: 70.2088 ± 1.5020
Hits@50:
Test: 75.2351 ± 1.3029
AUC:
Test: 98.2551 ± 0.0684
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.5058 ± 1.7858
Hits@20:
Test: 52.7073 ± 2.1270
Hits@30:
Test: 59.5335 ± 1.8752
Hits@50:
Test: 64.8431 ± 2.0521
AUC:
Test: 97.8846 ± 0.0343
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 61.1918 ± 3.9842
Hits@20:
Test: 67.2243 ± 3.2132
Hits@30:
Test: 72.7024 ± 1.7813
Hits@50:
Test: 76.9593 ± 0.8957
AUC:
Test: 97.4410 ± 0.1799
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 43.0040 ± 4.9884
Hits@20:
Test: 53.7868 ± 4.8349
Hits@30:
Test: 61.2114 ± 1.4143
Hits@50:
Test: 70.7095 ± 1.1247
AUC:
Test: 98.3783 ± 0.0250
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6714 ± 4.9997
Hits@20:
Test: 68.0327 ± 3.4138
Hits@30:
Test: 72.6780 ± 4.1025
Hits@50:
Test: 79.6117 ± 1.4624
AUC:
Test: 98.2492 ± 0.0347
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.1932 ± 3.4019
Hits@20:
Test: 53.6427 ± 2.2347
Hits@30:
Test: 59.0377 ± 2.2550
Hits@50:
Test: 67.0729 ± 1.2957
AUC:
Test: 98.1642 ± 0.0279
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.7835 ± 3.7613
Hits@20:
Test: 65.2461 ± 3.4792
Hits@30:
Test: 69.0487 ± 2.4680
Hits@50:
Test: 75.5355 ± 2.5535
AUC:
Test: 98.1584 ± 0.0632
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_AA_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 42.6987 ± 4.5022
Hits@20:
Test: 54.2826 ± 2.1195
Hits@30:
Test: 58.8106 ± 1.2629
Hits@50:
Test: 64.8309 ± 1.4694
AUC:
Test: 97.8352 ± 0.0541
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.4610 ± 4.0211
Hits@20:
Test: 35.4817 ± 5.8110
Hits@30:
Test: 45.8444 ± 5.8052
Hits@50:
Test: 54.9518 ± 4.3703
AUC:
Test: 96.5754 ± 0.1651
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.4610 ± 4.0211
Hits@20:
Test: 35.4817 ± 5.8110
Hits@30:
Test: 45.8444 ± 5.8052
Hits@50:
Test: 54.9518 ± 4.3703
AUC:
Test: 96.5754 ± 0.1651
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.4610 ± 4.0211
Hits@20:
Test: 35.4817 ± 5.8110
Hits@30:
Test: 45.8444 ± 5.8052
Hits@50:
Test: 54.9518 ± 4.3703
AUC:
Test: 96.5754 ± 0.1651
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.2572 ± 4.4827
Hits@20:
Test: 40.5080 ± 7.7891
Hits@30:
Test: 49.9133 ± 6.6840
Hits@50:
Test: 58.8936 ± 4.0803
AUC:
Test: 96.4944 ± 0.1912
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.2572 ± 4.4827
Hits@20:
Test: 40.5080 ± 7.7891
Hits@30:
Test: 49.9133 ± 6.6840
Hits@50:
Test: 58.8936 ± 4.0803
AUC:
Test: 96.4944 ± 0.1912
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.2572 ± 4.4827
Hits@20:
Test: 40.5080 ± 7.7891
Hits@30:
Test: 49.9133 ± 6.6840
Hits@50:
Test: 58.8936 ± 4.0803
AUC:
Test: 96.4944 ± 0.1912
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 30.4482 ± 5.6049
Hits@20:
Test: 40.1734 ± 8.2605
Hits@30:
Test: 49.0731 ± 6.0867
Hits@50:
Test: 58.4784 ± 5.6769
AUC:
Test: 96.4417 ± 0.1032
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 30.4482 ± 5.6049
Hits@20:
Test: 40.1734 ± 8.2605
Hits@30:
Test: 49.0731 ± 6.0867
Hits@50:
Test: 58.4784 ± 5.6769
AUC:
Test: 96.4417 ± 0.1032
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_small/saved/coauthor-cs_katz_close_pred.pth', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.0003, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=100, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 30.4482 ± 5.6049
Hits@20:
Test: 40.1734 ± 8.2605
Hits@30:
Test: 49.0731 ± 6.0867
Hits@50:
Test: 58.4784 ± 5.6769
AUC:
Test: 96.4417 ± 0.1032
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 61.3017 ± 9.6283
Hits@20:
Test: 69.6398 ± 2.8066
Hits@30:
Test: 75.3670 ± 2.0667
Hits@50:
Test: 79.9096 ± 1.6970
AUC:
Test: 97.6679 ± 0.2741
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 60.4396 ± 10.5927
Hits@20:
Test: 69.7692 ± 2.9422
Hits@30:
Test: 74.6343 ± 1.7715
Hits@50:
Test: 78.7251 ± 0.9164
AUC:
Test: 97.6300 ± 0.2584
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1682 ± 5.7094
Hits@20:
Test: 73.9797 ± 2.8355
Hits@30:
Test: 78.2513 ± 1.3429
Hits@50:
Test: 82.7476 ± 1.2346
AUC:
Test: 98.5609 ± 0.1089
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.2524 ± 8.1846
Hits@20:
Test: 69.0023 ± 2.1911
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5209 ± 0.2176
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1364 ± 6.0094
Hits@20:
Test: 73.5059 ± 3.1626
Hits@30:
Test: 78.0022 ± 1.2923
Hits@50:
Test: 82.7500 ± 1.2664
AUC:
Test: 98.5639 ± 0.1078
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 61.5875 ± 9.1948
Hits@20:
Test: 69.9206 ± 3.3347
Hits@30:
Test: 74.6978 ± 2.0303
Hits@50:
Test: 79.3259 ± 1.5146
AUC:
Test: 97.6814 ± 0.2830
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1682 ± 5.7094
Hits@20:
Test: 73.9797 ± 2.8355
Hits@30:
Test: 78.2513 ± 1.3429
Hits@50:
Test: 82.7476 ± 1.2346
AUC:
Test: 98.5609 ± 0.1089
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.2524 ± 8.1846
Hits@20:
Test: 69.0023 ± 2.1911
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5209 ± 0.2176
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1364 ± 6.0094
Hits@20:
Test: 73.5059 ± 3.1626
Hits@30:
Test: 78.0022 ± 1.2923
Hits@50:
Test: 82.7500 ± 1.2664
AUC:
Test: 98.5639 ± 0.1078
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 61.5875 ± 9.1948
Hits@20:
Test: 69.9206 ± 3.3347
Hits@30:
Test: 74.8638 ± 1.8693
Hits@50:
Test: 79.3308 ± 1.5118
AUC:
Test: 97.6814 ± 0.2830
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1682 ± 5.7094
Hits@20:
Test: 73.9797 ± 2.8355
Hits@30:
Test: 78.2513 ± 1.3429
Hits@50:
Test: 82.7476 ± 1.2346
AUC:
Test: 98.5609 ± 0.1089
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 57.2524 ± 8.1846
Hits@20:
Test: 69.0023 ± 2.1911
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5209 ± 0.2176
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.1364 ± 6.0094
Hits@20:
Test: 73.5059 ± 3.1626
Hits@30:
Test: 78.0022 ± 1.2923
Hits@50:
Test: 82.7500 ± 1.2664
AUC:
Test: 98.5639 ± 0.1078
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6372 ± 8.9394
Hits@20:
Test: 69.4664 ± 2.0055
Hits@30:
Test: 75.1423 ± 1.4944
Hits@50:
Test: 79.3259 ± 0.8430
AUC:
Test: 97.6855 ± 0.1773
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 66.8018 ± 4.5460
Hits@20:
Test: 74.3290 ± 2.5935
Hits@30:
Test: 78.5688 ± 1.8156
Hits@50:
Test: 83.2214 ± 0.8248
AUC:
Test: 98.5805 ± 0.1050
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6250 ± 9.1097
Hits@20:
Test: 68.9950 ± 2.1803
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5590 ± 0.2356
Namespace(label='ensembled_mlp', l1=0, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.0924 ± 5.1175
Hits@20:
Test: 75.0031 ± 2.1611
Hits@30:
Test: 78.6689 ± 1.7174
Hits@50:
Test: 83.1310 ± 0.8941
AUC:
Test: 98.5813 ± 0.1057
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6372 ± 8.9394
Hits@20:
Test: 69.4664 ± 2.0055
Hits@30:
Test: 75.1423 ± 1.4944
Hits@50:
Test: 79.3259 ± 0.8430
AUC:
Test: 97.6855 ± 0.1773
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 66.8018 ± 4.5460
Hits@20:
Test: 74.3290 ± 2.5935
Hits@30:
Test: 78.5688 ± 1.8156
Hits@50:
Test: 83.2214 ± 0.8248
AUC:
Test: 98.5805 ± 0.1050
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6250 ± 9.1097
Hits@20:
Test: 68.9950 ± 2.1803
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5590 ± 0.2356
Namespace(label='ensembled_mlp', l1=0.1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.0924 ± 5.1175
Hits@20:
Test: 75.0031 ± 2.1611
Hits@30:
Test: 78.6689 ± 1.7174
Hits@50:
Test: 83.1310 ± 0.8941
AUC:
Test: 98.5813 ± 0.1057
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6372 ± 8.9394
Hits@20:
Test: 69.4664 ± 2.0055
Hits@30:
Test: 75.1423 ± 1.4944
Hits@50:
Test: 79.3284 ± 0.8459
AUC:
Test: 97.6855 ± 0.1773
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 66.8018 ± 4.5460
Hits@20:
Test: 74.3290 ± 2.5935
Hits@30:
Test: 78.5688 ± 1.8156
Hits@50:
Test: 83.2214 ± 0.8248
AUC:
Test: 98.5805 ± 0.1050
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 58.6250 ± 9.1097
Hits@20:
Test: 68.9950 ± 2.1803
Hits@30:
Test: 74.1800 ± 1.2362
Hits@50:
Test: 78.6421 ± 1.0387
AUC:
Test: 97.5590 ± 0.2356
Namespace(label='ensembled_mlp', l1=1, edge_path_file='None', add_heuristics=False, disable_heuristics=True, distill_teacher='None', distill_pred_path='None', device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 67.0924 ± 5.1175
Hits@20:
Test: 75.0031 ± 2.1611
Hits@30:
Test: 78.6689 ± 1.7174
Hits@50:
Test: 83.1310 ± 0.8941
AUC:
Test: 98.5813 ± 0.1057
Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.01, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='coauthor-cs', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.2, rw_step=3, ns_rate=5, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
