Namespace(device=7, 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='tgbl-wiki', 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)
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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='tgbl-wiki', 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')
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1778 ± nan
Hits@50:
Test: 0.4699 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.5386 ± nan
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1016 ± nan
Hits@50:
Test: 0.5842 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.5822 ± nan
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1016 ± nan
Hits@50:
Test: 0.4699 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.3486 ± nan
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1778 ± nan
Hits@50:
Test: 0.5715 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.4046 ± nan
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.1778 ± nan
Hits@50:
Test: 0.5842 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.4812 ± nan
Namespace(device=0, log_steps=1, encoder='sage', num_layers=5, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=0, log_steps=1, encoder='sage', num_layers=5, 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-wiki', 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')
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
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=1, dataset_dir='../data', datasets='tgbl-wiki', 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')
LLP (Relational Distillation)
Namespace(device=6, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=6, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=6, 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-wiki', 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')
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-wiki', 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')
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-wiki', 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')
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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=6, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=6, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=7, 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='tgbl-wiki', 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=1, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day')
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-wiki', 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')
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-wiki', 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')
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-wiki', 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')
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-wiki', 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')
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-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 23.7617 ± nan
Hits@50:
Test: 44.8565 ± nan
Hits@100:
Test: 61.3792 ± nan
AUC:
Test: 97.6929 ± nan
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-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 17.3228 ± nan
Hits@50:
Test: 36.3602 ± nan
Hits@100:
Test: 50.5334 ± nan
AUC:
Test: 97.3112 ± nan
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-wiki', 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=0.6, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 30.5852 ± nan
Hits@50:
Test: 43.0839 ± nan
Hits@100:
Test: 50.3440 ± nan
AUC:
Test: 97.4549 ± nan
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-wiki', 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=0.7, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 29.3451 ± nan
Hits@100:
Test: 40.6930 ± nan
AUC:
Test: 96.9180 ± nan
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-wiki', 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=0.8, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 28.5601 ± nan
Hits@100:
Test: 0.0000 ± nan
AUC:
Test: 96.9794 ± nan
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-wiki', 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=0.9, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 15.3672 ± nan
Hits@50:
Test: 27.4254 ± nan
Hits@100:
Test: 36.5695 ± nan
AUC:
Test: 96.4216 ± nan
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-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 19.9390 ± nan
Hits@50:
Test: 40.1321 ± nan
Hits@100:
Test: 54.4577 ± nan
AUC:
Test: 97.6165 ± nan
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-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 20.4597 ± nan
Hits@50:
Test: 35.1791 ± nan
Hits@100:
Test: 55.0673 ± nan
AUC:
Test: 97.6934 ± nan
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-wiki', 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')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 20.1676 ± nan
Hits@50:
Test: 40.8687 ± nan
Hits@100:
Test: 58.6487 ± nan
AUC:
Test: 97.6472 ± nan
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-wiki', 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=0.6, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 16.4039 ± nan
Hits@50:
Test: 43.2109 ± nan
Hits@100:
Test: 51.4128 ± nan
AUC:
Test: 97.5653 ± nan
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-wiki', 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=0.7, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 14.5864 ± nan
Hits@50:
Test: 30.1070 ± nan
Hits@100:
Test: 40.8110 ± nan
AUC:
Test: 96.7481 ± nan
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-wiki', 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=0.8, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 16.0025 ± nan
Hits@50:
Test: 30.5366 ± nan
Hits@100:
Test: 40.8478 ± nan
AUC:
Test: 97.1292 ± nan
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-wiki', 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=0.9, time_increment='day')
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 14.7605 ± nan
Hits@50:
Test: 31.4824 ± nan
Hits@100:
Test: 38.2488 ± nan
AUC:
Test: 96.4345 ± nan
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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')
LLP (Relational Distillation)
Namespace(device=3, 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-wiki', 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=3, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.9, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=3, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=3, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=7, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=7, 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-wiki', 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=7, 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-wiki', 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=7, 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-wiki', 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=7, 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-wiki', 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=7, 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-wiki', 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=7, 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-wiki', 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)
All runs:
Hits@10:
Test: 59.5902 ± nan
Hits@50:
Test: 63.3694 ± nan
Hits@100:
Test: 65.0427 ± nan
AUC:
Test: 85.6950 ± nan
Namespace(device=7, 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-wiki', 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=7, 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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=7, 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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 0.2540 ± nan
Hits@100:
Test: 1.2194 ± nan
AUC:
Test: 50.4801 ± nan
Namespace(device=7, 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-wiki', 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=7, 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-wiki', 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)
All runs:
Hits@10:
Test: 43.2110 ± nan
Hits@50:
Test: 83.7292 ± nan
Hits@100:
Test: 89.2163 ± nan
AUC:
Test: 99.2614 ± nan
Namespace(device=7, 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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 0.2413 ± nan
Hits@100:
Test: 1.1558 ± nan
AUC:
Test: 50.3322 ± nan
Namespace(device=7, 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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 0.2540 ± nan
Hits@100:
Test: 1.1431 ± nan
AUC:
Test: 50.4807 ± nan
Namespace(device=7, 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-wiki', 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)
All runs:
Hits@10:
Test: 84.5167 ± nan
Hits@50:
Test: 95.0464 ± nan
Hits@100:
Test: 78.4961 ± nan
AUC:
Test: 99.1670 ± nan
Namespace(device=7, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 53.2494 ± nan
Hits@50:
Test: 89.0982 ± nan
Hits@100:
Test: 91.9771 ± nan
AUC:
Test: 99.4151 ± nan
Namespace(device=7, 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-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 73.6279 ± nan
Hits@50:
Test: 87.3265 ± nan
Hits@100:
Test: 82.9720 ± nan
AUC:
Test: 99.4675 ± nan
Namespace(device=7, 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-wiki', 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)
All runs:
Hits@10:
Test: 53.0039 ± nan
Hits@50:
Test: 87.4762 ± nan
Hits@100:
Test: 91.6169 ± nan
AUC:
Test: 99.4203 ± nan
Namespace(device=7, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 22.3116 ± nan
Hits@50:
Test: 79.6041 ± nan
Hits@100:
Test: 88.8336 ± nan
AUC:
Test: 99.1099 ± nan
Namespace(device=7, 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-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 41.9396 ± nan
Hits@50:
Test: 86.1109 ± nan
Hits@100:
Test: 90.6559 ± nan
AUC:
Test: 99.3903 ± nan
Namespace(device=7, 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-wiki', 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=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 24.7837 ± nan
Hits@50:
Test: 66.4206 ± nan
Hits@100:
Test: 85.5204 ± nan
AUC:
Test: 99.1389 ± nan
Namespace(device=4, 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-wiki', 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='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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=4, 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-wiki', 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)
All runs:
Hits@10:
Test: 62.9112 ± nan
Hits@50:
Test: 83.1957 ± nan
Hits@100:
Test: 90.0419 ± nan
AUC:
Test: 99.2572 ± nan
Namespace(device=4, 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-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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='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=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 79.1058 ± nan
Hits@50:
Test: 92.6077 ± nan
Hits@100:
Test: 94.7542 ± nan
AUC:
Test: 99.6871 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 88.9369 ± nan
Hits@50:
Test: 94.0302 ± nan
Hits@100:
Test: 95.3512 ± nan
AUC:
Test: 99.7270 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.6, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 84.3671 ± nan
Hits@50:
Test: 92.5699 ± nan
Hits@100:
Test: 94.7396 ± nan
AUC:
Test: 99.7271 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 80.9943 ± nan
Hits@50:
Test: 90.1660 ± nan
Hits@100:
Test: 92.3886 ± nan
AUC:
Test: 99.6115 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 86.6873 ± nan
Hits@50:
Test: 92.8475 ± nan
Hits@100:
Test: 94.5622 ± nan
AUC:
Test: 99.6631 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.9, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 78.8174 ± nan
Hits@50:
Test: 91.7584 ± nan
Hits@100:
Test: 93.8400 ± nan
AUC:
Test: 99.6591 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 86.6633 ± nan
Hits@50:
Test: 94.0302 ± nan
Hits@100:
Test: 95.4909 ± nan
AUC:
Test: 99.6777 ± nan
Namespace(device=4, 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=1, dataset_dir='../data', datasets='tgbl-wiki', 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='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-wiki', 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='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-wiki', 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='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-wiki', 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='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-wiki', 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='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-wiki', 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='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-wiki', 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)
All runs:
Hits@10:
Test: 26.1527 ± nan
Hits@50:
Test: 66.8233 ± nan
Hits@100:
Test: 91.7058 ± nan
AUC:
Test: 99.1330 ± nan
All runs:
Hits@10:
Test: 66.0739 ± nan
Hits@50:
Test: 94.4748 ± nan
Hits@100:
Test: 91.7058 ± nan
AUC:
Test: 99.4093 ± nan
Namespace(device=4, 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-wiki', 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)
All runs:
Hits@10:
Test: 84.7453 ± nan
Hits@50:
Test: 69.1604 ± nan
Hits@100:
Test: 95.4909 ± nan
AUC:
Test: 99.5626 ± nan
All runs:
Hits@10:
Test: 84.7453 ± nan
Hits@50:
Test: 69.1604 ± nan
Hits@100:
Test: 95.4909 ± nan
AUC:
Test: 99.5626 ± nan
Namespace(device=4, 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-wiki', 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)
All runs:
Hits@10:
Test: 93.6111 ± nan
Hits@50:
Test: 94.0810 ± nan
Hits@100:
Test: 94.5002 ± nan
AUC:
Test: 98.9345 ± nan
All runs:
Hits@10:
Test: 93.6111 ± nan
Hits@50:
Test: 94.8431 ± nan
Hits@100:
Test: 95.4655 ± nan
AUC:
Test: 99.4008 ± nan
Namespace(device=4, 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-wiki', 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)
All runs:
Hits@10:
Test: 89.1528 ± nan
Hits@50:
Test: 90.0546 ± nan
Hits@100:
Test: 95.5290 ± nan
AUC:
Test: 99.4737 ± nan
All runs:
Hits@10:
Test: 89.6609 ± nan
Hits@50:
Test: 95.2242 ± nan
Hits@100:
Test: 92.7728 ± nan
AUC:
Test: 99.5828 ± nan
Namespace(device=4, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.1, 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-wiki', 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)
All runs:
Hits@10:
Test: 94.5383 ± nan
Hits@50:
Test: 95.3004 ± nan
Hits@100:
Test: 95.5290 ± nan
AUC:
Test: 99.5837 ± nan
All runs:
Hits@10:
Test: 94.5383 ± nan
Hits@50:
Test: 95.3004 ± nan
Hits@100:
Test: 95.5290 ± nan
AUC:
Test: 99.5837 ± nan
Namespace(device=4, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.1, 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-wiki', 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)
All runs:
Hits@10:
Test: 92.4044 ± nan
Hits@50:
Test: 92.4933 ± nan
Hits@100:
Test: 95.4782 ± nan
AUC:
Test: 99.5817 ± nan
All runs:
Hits@10:
Test: 93.7127 ± nan
Hits@50:
Test: 95.4020 ± nan
Hits@100:
Test: 95.6941 ± nan
AUC:
Test: 99.5817 ± nan
Namespace(device=4, 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-wiki', 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='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-wiki', 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)
All runs:
Hits@10:
Test: 94.3859 ± nan
Hits@50:
Test: 95.4147 ± nan
Hits@100:
Test: 95.7449 ± nan
AUC:
Test: 99.5413 ± nan
All runs:
Hits@10:
Test: 92.6203 ± nan
Hits@50:
Test: 95.1607 ± nan
Hits@100:
Test: 95.6306 ± nan
AUC:
Test: 99.5660 ± nan
All runs:
Hits@10:
Test: 94.3859 ± nan
Hits@50:
Test: 95.4147 ± nan
Hits@100:
Test: 95.7449 ± nan
AUC:
Test: 99.5413 ± nan
All runs:
Hits@10:
Test: 92.6203 ± nan
Hits@50:
Test: 95.1607 ± nan
Hits@100:
Test: 95.6306 ± nan
AUC:
Test: 99.5660 ± nan
Namespace(device=4, 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-wiki', 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)
All runs:
Hits@10:
Test: 94.0302 ± nan
Hits@50:
Test: 95.2369 ± nan
Hits@100:
Test: 95.7577 ± nan
AUC:
Test: 99.6092 ± nan
All runs:
Hits@10:
Test: 85.1899 ± nan
Hits@50:
Test: 94.9447 ± nan
Hits@100:
Test: 95.7577 ± nan
AUC:
Test: 99.6092 ± nan
Namespace(device=4, 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-wiki', 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=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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=0.005, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 48.9394 ± nan
Hits@50:
Test: 85.1772 ± nan
Hits@100:
Test: 94.8939 ± nan
AUC:
Test: 99.3827 ± nan
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-wiki', 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)
All runs:
Hits@10:
Test: 48.9394 ± nan
Hits@50:
Test: 85.1772 ± nan
Hits@100:
Test: 94.8939 ± nan
AUC:
Test: 99.3827 ± nan
All runs:
Hits@10:
Test: 94.0937 ± nan
Hits@50:
Test: 95.0591 ± nan
Hits@100:
Test: 95.8085 ± nan
AUC:
Test: 99.6418 ± nan
Namespace(device=2, 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='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=2, 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='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=2, 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='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=2, 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='tgbl-wiki', 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=0.7, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 25.2303 ± nan
Hits@50:
Test: 40.8391 ± nan
Hits@100:
Test: 46.5165 ± nan
AUC:
Test: 95.6837 ± nan
All runs:
Hits@10:
Test: 25.2303 ± nan
Hits@50:
Test: 40.8391 ± nan
Hits@100:
Test: 46.5165 ± nan
AUC:
Test: 95.6837 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', 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)
All runs:
Hits@10:
Test: 22.3108 ± nan
Hits@50:
Test: 44.2914 ± nan
Hits@100:
Test: 58.6796 ± nan
AUC:
Test: 97.5536 ± nan
All runs:
Hits@10:
Test: 22.3108 ± nan
Hits@50:
Test: 44.2914 ± nan
Hits@100:
Test: 58.6796 ± nan
AUC:
Test: 97.5536 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', predictor='mlp', patience=1000, 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: 31.6904 ± nan
Hits@50:
Test: 48.7080 ± nan
Hits@100:
Test: 59.7837 ± nan
AUC:
Test: 97.6926 ± nan
All runs:
Hits@10:
Test: 31.6904 ± nan
Hits@50:
Test: 48.7080 ± nan
Hits@100:
Test: 59.7837 ± nan
AUC:
Test: 97.6926 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', predictor='mlp', patience=1000, 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: 24.9630 ± nan
Hits@50:
Test: 39.4422 ± nan
Hits@100:
Test: 57.9852 ± nan
AUC:
Test: 97.8237 ± nan
All runs:
Hits@10:
Test: 24.9630 ± nan
Hits@50:
Test: 39.4422 ± nan
Hits@100:
Test: 57.9852 ± nan
AUC:
Test: 97.8237 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', predictor='mlp', patience=1000, 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: 24.2686 ± nan
Hits@50:
Test: 41.1155 ± nan
Hits@100:
Test: 56.9038 ± nan
AUC:
Test: 97.7694 ± nan
All runs:
Hits@10:
Test: 24.2686 ± nan
Hits@50:
Test: 41.1155 ± nan
Hits@100:
Test: 56.9038 ± nan
AUC:
Test: 97.7694 ± nan
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=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='tgbl-wiki', predictor='mlp', patience=1000, 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: 26.1810 ± nan
Hits@50:
Test: 40.9106 ± nan
Hits@100:
Test: 59.0894 ± nan
AUC:
Test: 97.6021 ± nan
All runs:
Hits@10:
Test: 26.1810 ± nan
Hits@50:
Test: 40.9106 ± nan
Hits@100:
Test: 59.0894 ± nan
AUC:
Test: 97.6021 ± nan
