Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', 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=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=512, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=5, ps_method='nb', transductive='transductive', minibatch=True, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=512, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=5, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=5, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=5, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=5, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.3346 ± 0.9937
Hits@20:
Test: 6.5565 ± 1.3246
Hits@30:
Test: 8.3534 ± 1.4779
Hits@50:
Test: 11.1523 ± 1.9336
AUC:
Test: 93.5477 ± 0.5806
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=5, hops=15, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7149 ± 0.1788
Hits@20:
Test: 6.0291 ± 0.7373
Hits@30:
Test: 7.9789 ± 0.4709
Hits@50:
Test: 10.4495 ± 1.2120
AUC:
Test: 93.3930 ± 0.2010
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1824 ± 0.8434
Hits@20:
Test: 7.4257 ± 0.8036
Hits@30:
Test: 9.6843 ± 0.9579
Hits@50:
Test: 12.3775 ± 1.2542
AUC:
Test: 93.9411 ± 0.3472
Namespace(device=3, log_steps=1, encoder='sage', num_layers=6, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8954 ± 1.0772
Hits@20:
Test: 7.7241 ± 0.3908
Hits@30:
Test: 9.9601 ± 0.5506
Hits@50:
Test: 12.7057 ± 0.4651
AUC:
Test: 94.0141 ± 0.1728
Namespace(device=3, log_steps=1, encoder='sage', num_layers=8, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=6, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=5, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=6, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4551 ± nan
Hits@20:
Test: 8.4345 ± nan
Hits@30:
Test: 11.1680 ± nan
Hits@50:
Test: 13.9943 ± nan
AUC:
Test: 94.4723 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.6685 ± nan
Hits@20:
Test: 9.7045 ± nan
Hits@30:
Test: 12.1598 ± nan
Hits@50:
Test: 15.3691 ± nan
AUC:
Test: 94.6123 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7123 ± nan
Hits@20:
Test: 5.9363 ± nan
Hits@30:
Test: 8.5198 ± nan
Hits@50:
Test: 11.0898 ± nan
AUC:
Test: 93.8101 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.3438 ± nan
Hits@20:
Test: 3.3458 ± nan
Hits@30:
Test: 4.6386 ± nan
Hits@50:
Test: 6.5592 ± nan
AUC:
Test: 92.1584 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.2247 ± nan
Hits@20:
Test: 3.7264 ± nan
Hits@30:
Test: 6.1224 ± nan
Hits@50:
Test: 7.3696 ± nan
AUC:
Test: 92.9910 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.9, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.0960 ± nan
Hits@20:
Test: 3.7710 ± nan
Hits@30:
Test: 3.9793 ± nan
Hits@50:
Test: 6.8143 ± nan
AUC:
Test: 92.3531 ± nan
Namespace(device=3, log_steps=1, encoder='sage', num_layers=6, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0323 ± nan
Hits@20:
Test: 0.0323 ± nan
Hits@30:
Test: 0.1653 ± nan
Hits@50:
Test: 0.3427 ± nan
AUC:
Test: 59.6887 ± nan
Namespace(device=3, log_steps=1, encoder='sage', num_layers=6, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9147 ± nan
Hits@20:
Test: 6.8540 ± nan
Hits@30:
Test: 8.7852 ± nan
Hits@50:
Test: 11.3011 ± nan
AUC:
Test: 93.1750 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1.0, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.05, rw_step=2, ns_rate=3, hops=6, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3300 ± nan
Hits@20:
Test: 7.7733 ± nan
Hits@30:
Test: 8.8901 ± nan
Hits@50:
Test: 13.0025 ± nan
AUC:
Test: 93.8379 ± nan
Namespace(device=0, log_steps=1, encoder='gnn', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 8.7933 ± nan
Hits@20:
Test: 14.8369 ± nan
Hits@30:
Test: 18.0906 ± nan
Hits@50:
Test: 22.7634 ± nan
AUC:
Test: 95.2911 ± nan
All runs:
Hits@10:
Test: 8.7933 ± nan
Hits@20:
Test: 14.8369 ± nan
Hits@30:
Test: 18.0906 ± nan
Hits@50:
Test: 22.7634 ± nan
AUC:
Test: 95.2911 ± nan
Namespace(device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 8.2006 ± nan
Hits@20:
Test: 12.5832 ± nan
Hits@30:
Test: 16.7198 ± nan
Hits@50:
Test: 21.6667 ± nan
AUC:
Test: 94.8304 ± nan
All runs:
Hits@10:
Test: 8.2006 ± nan
Hits@20:
Test: 12.5832 ± nan
Hits@30:
Test: 16.7198 ± nan
Hits@50:
Test: 21.6667 ± nan
AUC:
Test: 94.8304 ± nan
Namespace(device=0, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 8.6844 ± nan
Hits@20:
Test: 14.2967 ± nan
Hits@30:
Test: 18.7760 ± nan
Hits@50:
Test: 26.2025 ± nan
AUC:
Test: 94.4800 ± nan
All runs:
Hits@10:
Test: 8.6844 ± nan
Hits@20:
Test: 14.2967 ± nan
Hits@30:
Test: 18.7760 ± nan
Hits@50:
Test: 26.2025 ± nan
AUC:
Test: 94.4800 ± nan
Namespace(device=0, log_steps=1, encoder='mlp', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='mlp', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2859 ± nan
Hits@20:
Test: 6.1847 ± nan
Hits@30:
Test: 7.3902 ± nan
Hits@50:
Test: 9.6440 ± nan
AUC:
Test: 92.9177 ± nan
All runs:
Hits@10:
Test: 5.8219 ± nan
Hits@20:
Test: 9.0029 ± nan
Hits@30:
Test: 11.0269 ± nan
Hits@50:
Test: 14.8772 ± nan
AUC:
Test: 94.1058 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.2152 ± nan
Hits@20:
Test: 7.9264 ± nan
Hits@30:
Test: 11.0053 ± nan
Hits@50:
Test: 16.2409 ± nan
AUC:
Test: 94.9774 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Video_Games_5', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
