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-comment', 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-comment', 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: 14.9158 ± nan
Hits@50:
Test: 43.4323 ± nan
Hits@100:
Test: 57.3042 ± nan
AUC:
Test: 99.6289 ± nan
All runs:
Hits@10:
Test: 14.9158 ± nan
Hits@50:
Test: 45.9804 ± nan
Hits@100:
Test: 57.3042 ± nan
AUC:
Test: 99.7140 ± nan
Namespace(device=6, 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-comment', 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: 23.0578 ± nan
Hits@50:
Test: 42.3942 ± nan
Hits@100:
Test: 57.6241 ± nan
AUC:
Test: 99.6328 ± nan
All runs:
Hits@10:
Test: 23.0578 ± nan
Hits@50:
Test: 42.3942 ± nan
Hits@100:
Test: 57.6241 ± nan
AUC:
Test: 99.7036 ± nan
Namespace(device=6, 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-comment', 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: 17.7713 ± nan
Hits@50:
Test: 44.5652 ± nan
Hits@100:
Test: 57.2559 ± nan
AUC:
Test: 99.7025 ± nan
All runs:
Hits@10:
Test: 17.7713 ± nan
Hits@50:
Test: 44.5652 ± nan
Hits@100:
Test: 55.8455 ± nan
AUC:
Test: 99.7176 ± nan
