Link Prediction on Enron (inductive)
97.6APDyG2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 97.6 | |
| CaWsplit_setting=Inductive2022.10 | 96.2 | |
| NATsplit_setting=Inductive2022.10 | 94.9 | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | 94.48 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 91.87 | |
| CAWsetting=inductive2022.09 | 91.74 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 91.65 | |
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 90.17 | |
| TIDFormerNegative Sampling Strategy=Random2026.05 | 89.92 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 89.84 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 89.76 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 89.69 | |
| CNENNegative Sampling Strategy=Random2026.05 | 89.66 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 88.63 | |
| RepeatMixerNegative Sampling Strategy=Random2026.05 | 87.97 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 86.35 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 86.35 | |
| DyGFormerSampling Strategy=random negative sampling2024.11 | 83.96 | |
| RepeatMixerNegative Sampling Strategy=Inductive2026.05 | 82.87 | |
| RepeatMixerNegative Sampling Strategy=Historical2026.05 | 82.86 | |
| CAWNSampling Strategy=random negative sampling2024.11 | 82.58 | |
| GRNSampling Strategy=random negative sampling2024.11 | 81.39 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 81.26 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 81.26 | |
| PINTsetting=inductive, relative positional features=true2022.09 | 81.05 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 80.72 | |
| TGN-Attsetting=inductive2022.09 | 78.96 | |
| TGNEvaluation Protocol=Baseline2026.01 | 77.94 | |
| TGNNegative Sampling Strategy=Random2026.05 | 77.94 | |
| TIDFormerNegative Sampling Strategy=Historical2026.05 | 76.99 | |
| TIDFormerNegative Sampling Strategy=Inductive2026.05 | 76.98 | |
| Jodiesetting=inductive2022.09 | 76.48 | |
| TCLEvaluation Protocol=Baseline2026.01 | 76.14 | |
| TCLNegative Sampling Strategy=Random2026.05 | 76.14 | |
| PINTsetting=inductive, relative positional features=false2022.09 | 75.99 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 75.88 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 75.88 | |
| JODIESampling Strategy=random negative sampling2024.11 | 75.38 | |
| JODIEsplit_setting=Inductive2022.10 | 75.3 | |
| TGNsplit_setting=Inductive2022.10 | 74.6 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 74.55 | |
| GraphMixerSampling Strategy=random negative sampling2024.11 | 74.44 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 74.33 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 74.32 | |
| RLSTGsplit_type=inductive2026.01 | 73.26 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 73.01 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 72.85 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 72.37 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 72.37 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 72.37 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 72.37 | |
| FreeDyGsplit_type=inductive2026.01 | 71.97 | |
| HGWaveNetsplit_type=inductive2026.01 | 71.42 | |
| GraphMixersplit_type=inductive2026.01 | 71.29 | |
| CNENNegative Sampling Strategy=Inductive2026.05 | 71.03 | |
| CNENNegative Sampling Strategy=Historical2026.05 | 70.9 | |
| HTGNsplit_type=inductive2026.01 | 70.73 | |
| TGATsplit_setting=Inductive2022.10 | 69.3 | |
| DyGFormersplit_type=inductive2026.01 | 68.29 | |
| TGNSampling Strategy=random negative sampling2024.11 | 68.25 | |
| TCLsplit_type=inductive2026.01 | 67.88 | |
| TCLSampling Strategy=random negative sampling2024.11 | 67.73 | |
| TCLNegative Sampling Strategy=historical2026.03 | 67.11 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 67.11 | |
| TCLNegative Sampling Strategy=Historical2026.05 | 67.11 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 67.11 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 67.07 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 67.07 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 67.07 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 67.07 | |
| TGATNegative Sampling Strategy=Random2026.05 | 67.05 | |
| DyRepsetting=inductive2022.09 | 66.97 | |
| DyRepsplit_setting=Inductive2022.10 | 66.6 | |
| JODIEsplit_type=inductive2026.01 | 66.51 | |
| TGATSampling Strategy=random negative sampling2024.11 | 66.3 | |
| JODIENegative Sampling Strategy=historical2026.03 | 65.86 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 65.86 | |
| DyRepsplit_type=inductive2026.01 | 64.72 | |
| TGATsetting=inductive2022.09 | 63.7 | |
| TGNNegative Sampling Strategy=historical2026.03 | 62.91 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 62.91 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 62.9 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 62.9 | |
| TGNsplit_type=inductive2026.01 | 62.29 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 62.08 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 62.08 | |
| DyRepSampling Strategy=random negative sampling2024.11 | 62.02 | |
| TGATNegative Sampling Strategy=historical2026.03 | 61.4 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 61.4 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 61.4 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 61.4 | |
| TGATsplit_type=inductive2026.01 | 61.12 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 60.72 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 60.72 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 60.7 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 60.7 |