Namespace(device=5, 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=1, dataset_dir='../data', datasets='tgbl-review', 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=0.001, 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=5, 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=1, dataset_dir='../data', datasets='tgbl-review', 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=0.001, 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=5, 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=1, dataset_dir='../data', datasets='tgbl-review', 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=0.001, 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=5, 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=1, dataset_dir='../data', datasets='tgbl-review', 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=0.001, 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=5, 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=1, dataset_dir='../data', datasets='tgbl-review', 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=0.001, 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=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 4.9481 ± nan
Hits@100:
Test: 7.8100 ± nan
AUC:
Test: 90.8368 ± nan
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 4.4211 ± nan
Hits@100:
Test: 6.9311 ± nan
AUC:
Test: 90.9028 ± nan
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 1.3516 ± nan
Hits@50:
Test: 4.9864 ± nan
Hits@100:
Test: 7.0823 ± nan
AUC:
Test: 90.8594 ± nan
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 4.4761 ± nan
Hits@100:
Test: 7.0324 ± nan
AUC:
Test: 90.9463 ± nan
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 4.2381 ± nan
Hits@100:
Test: 6.4769 ± nan
AUC:
Test: 90.8298 ± nan
Namespace(device=5, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 1.2008 ± nan
Hits@50:
Test: 4.2482 ± nan
Hits@100:
Test: 6.5687 ± nan
AUC:
Test: 90.7129 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 4.2200 ± nan
Hits@100:
Test: 6.2798 ± nan
AUC:
Test: 90.8975 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.8905 ± nan
Hits@50:
Test: 3.6220 ± nan
Hits@100:
Test: 5.5857 ± nan
AUC:
Test: 89.8323 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 2.5320 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 88.1791 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=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: 0.9552 ± nan
Hits@50:
Test: 2.2510 ± nan
Hits@100:
Test: 3.4812 ± nan
AUC:
Test: 87.4414 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', 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=3, 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: 0.0000 ± nan
Hits@50:
Test: 1.9949 ± nan
Hits@100:
Test: 3.0785 ± nan
AUC:
Test: 88.3821 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 4.4052 ± nan
Hits@100:
Test: 6.5203 ± nan
AUC:
Test: 90.8727 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 1.1251 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 89.7611 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 2.9094 ± nan
Hits@100:
Test: 4.6649 ± nan
AUC:
Test: 88.1798 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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: 0.1968 ± nan
Hits@50:
Test: 0.0000 ± nan
Hits@100:
Test: 3.2921 ± nan
AUC:
Test: 87.4443 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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=0.9, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1060 ± nan
Hits@50:
Test: 2.1206 ± nan
Hits@100:
Test: 3.5428 ± nan
AUC:
Test: 88.4282 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=2, 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='tgbl-review', predictor='mlp', patience=10, 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=7, log_steps=1, encoder='sage', num_layers=2, 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='tgbl-review', predictor='mlp', patience=10, 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=7, log_steps=1, encoder='sage', num_layers=2, 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='tgbl-review', predictor='mlp', patience=10, 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=7, log_steps=1, encoder='sage', num_layers=2, 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='tgbl-review', predictor='mlp', patience=10, 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=7, log_steps=1, encoder='sage', num_layers=2, 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='tgbl-review', predictor='mlp', patience=10, 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=0.9, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=4, 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='tgbl-review', 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=0.001, 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=4, 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=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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=4, 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=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-review', predictor='mlp', patience=10, 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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=2, 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='tgbl-review', 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: 8.6470 ± nan
Hits@50:
Test: 17.8806 ± nan
Hits@100:
Test: 24.8148 ± nan
AUC:
Test: 85.3093 ± 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='tgbl-review', 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: 6.3652 ± nan
Hits@50:
Test: 19.1371 ± nan
Hits@100:
Test: 24.2932 ± nan
AUC:
Test: 85.3145 ± nan
All runs:
Hits@10:
Test: 9.6248 ± nan
Hits@50:
Test: 23.7658 ± nan
Hits@100:
Test: 34.0011 ± nan
AUC:
Test: 88.5273 ± 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='tgbl-review', 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: 2.3958 ± nan
Hits@50:
Test: 5.4502 ± nan
Hits@100:
Test: 8.3550 ± nan
AUC:
Test: 85.9582 ± nan
All runs:
Hits@10:
Test: 2.8469 ± nan
Hits@50:
Test: 8.3840 ± nan
Hits@100:
Test: 11.4457 ± nan
AUC:
Test: 85.9582 ± nan
