Link Prediction on Enron (transductive)
99.1APDyG2Vec
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 99.1 | — | |
| DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop2026.05 | 98.77 | — | |
| DyG2Vec2022.10 | 98.7 | — | |
| CaWsplit_setting=Transductive2022.10 | 97 | — | |
| TIDFormerSetting=Transductive, Negative Sampling=Random2026.05 | 93.17 | — | |
| CoDCLBackbone=FreeDyG2026.01 | 92.89 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 92.7 | 93.97 | |
| RepeatMixerSetting=Transductive, Negative Sampling=Random2026.05 | 92.66 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 92.65 | 93.34 | |
| CoDCLBackbone=DyGFormer2026.01 | 92.54 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 92.52 | 87.09 | |
| FreeDyGVariant=Backbone2026.01 | 92.51 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 92.51 | 93.81 | |
| CNENSetting=Transductive, Negative Sampling=Random2026.05 | 92.48 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 92.47 | 93.33 | |
| DyGFormerVariant=Backbone2026.01 | 92.43 | — | |
| NATsplit_setting=Transductive2022.10 | 92.4 | — | |
| CoDCLBackbone=CorDGT2026.01 | 92.12 | — | |
| CAWsetting=transductive2022.09 | 92.09 | — | |
| CorDGTVariant=Backbone2026.01 | 91.76 | — | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 91.76 | 93.28 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.05 | 91.33 | — | |
| CAWN2026.01 | 89.56 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 89.56 | 90.45 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.05 | 89.56 | — | |
| PINTsetting=transductive, relative positional features=true2022.09 | 88.71 | — | |
| TGNsplit_setting=Transductive2022.10 | 86.6 | — | |
| TGN2026.01 | 86.53 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 86.53 | 88.32 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.05 | 86.53 | — | |
| JODIE2026.01 | 84.77 | — | |
| TFWaveFormerNSS=inductive, Setting=Transductive2026.03 | 84.23 | — | |
| EdgeBankSetting=Transductive, Negative Sampling=Random2026.05 | 83.53 | — | |
| PINTsetting=transductive, relative positional features=false2022.09 | 83.06 | — | |
| GraphMixer2022.10 | 82.4 | — | |
| DyRep2026.01 | 82.38 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 82.38 | 84.89 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 82.25 | 84.38 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.05 | 82.25 | — | |
| GraphMixer2026.01 | 81.08 | — | |
| TGN-Attsetting=transductive2022.09 | 79.91 | — | |
| TCL2026.01 | 79.7 | — | |
| TCLSetting=Transductive, Negative Sampling=Random2026.05 | 79.7 | — | |
| DyRepsplit_setting=Transductive2022.10 | 79.5 | — | |
| JODIEsplit_setting=Transductive2022.10 | 78.5 | — | |
| FreeDyGNSS=inductive, Setting=Transductive2026.03 | 77.81 | — | |
| DyRepsetting=transductive2022.09 | 77.68 | — | |
| DyGFormerNSS=inductive, Setting=Transductive2026.03 | 77.41 | — | |
| Jodiesetting=transductive2022.09 | 77.31 | — | |
| CAWNNSS=inductive, Setting=Transductive2026.03 | 75.15 | — | |
| GraphMixerNSS=inductive, Setting=Transductive2026.03 | 75.01 | — | |
| EdgeBankNSS=inductive, Setting=Transductive2026.03 | 73.89 | — | |
| TCLNSS=inductive, Setting=Transductive2026.03 | 71.29 | — | |
| TGATSetting=Transductive, Negative Sampling=Random2026.05 | 71.12 | — | |
| TGNNSS=inductive, Setting=Transductive2026.03 | 70.89 | — | |
| JODIENSS=inductive, Setting=Transductive2026.03 | 68.96 | — | |
| TGATsetting=transductive2022.09 | 68.02 | — | |
| DyRepNSS=inductive, Setting=Transductive2026.03 | 67.79 | — | |
| TGATNSS=inductive, Setting=Transductive2026.03 | 63.94 | — | |
| TGATsplit_setting=Transductive2022.10 | 63.7 | — | |
| CAWNsetting=transductive, negative_sampling=random2024.11 | — | 85.44 | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | — | 98.23 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | — | 82.67 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | — | 80.82 | |
| DyGFormersetting=transductive, negative_sampling=random2024.11 | — | 86.31 | |
| DyRepsetting=transductive, negative_sampling=random2024.11 | — | 75.67 | |
| EdgeBanksetting=transductive, negative_sampling=random2024.11 | — | 87.05 | |
| GraphMixersetting=transductive, negative_sampling=random2024.11 | — | 84.12 | |
| GRNsetting=transductive, negative_sampling=random2024.11 | — | 84.5 | |
| JODIEsetting=transductive, negative_sampling=random2024.11 | — | 83.27 | |
| TCLsetting=transductive, negative_sampling=random2024.11 | — | 67.52 | |
| TGATsetting=transductive, negative_sampling=random2024.11 | — | 65.1 | |
| TGNsetting=transductive, negative_sampling=random2024.11 | — | 75.35 |