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-coin', 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=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=0.0001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 12.9549 ± nan
Hits@50:
Test: 0.0000 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 99.6135 ± nan
Namespace(device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 80.9751 ± nan
AUC:
Test: 99.6091 ± nan
Namespace(device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 83.5968 ± nan
AUC:
Test: 99.6171 ± nan
Namespace(device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 13.4015 ± nan
Hits@50:
Test: 0.0000 ± nan
Hits@100:
Test: 83.4972 ± nan
AUC:
Test: 99.6108 ± nan
Namespace(device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 83.4688 ± nan
AUC:
Test: 99.6151 ± nan
Namespace(device=6, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 99.6119 ± 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=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 78.2934 ± nan
Hits@100:
Test: 82.9676 ± nan
AUC:
Test: 99.6145 ± 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=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@50:
Test: 0.0000 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 99.6018 ± 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=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 99.4859 ± 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=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@50:
Test: 0.0000 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 99.4426 ± 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=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-coin', 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: 0.0000 ± nan
Hits@100:
Test: 78.0585 ± nan
AUC:
Test: 99.5323 ± 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-coin', 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: 86.1842 ± nan
Hits@50:
Test: 88.5960 ± nan
Hits@100:
Test: 89.6426 ± nan
AUC:
Test: 98.6054 ± nan
All runs:
Hits@10:
Test: 86.1842 ± nan
Hits@50:
Test: 91.2741 ± nan
Hits@100:
Test: 93.0574 ± nan
AUC:
Test: 99.0294 ± 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='tgbl-coin', 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: 81.2329 ± nan
Hits@50:
Test: 92.0287 ± nan
Hits@100:
Test: 93.3752 ± nan
AUC:
Test: 99.0380 ± nan
All runs:
Hits@10:
Test: 81.2329 ± nan
Hits@50:
Test: 90.6083 ± nan
Hits@100:
Test: 92.8160 ± nan
AUC:
Test: 99.0487 ± nan
