Link Prediction on UCI (transductive)
99.09APTGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TGFormerNegative Sampling Strategy=Random2026.05 | 99.09 | — | |
| DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop + 5 second-hop2026.05 | 98.54 | — | |
| TIDFormerSetting=Transductive, Negative Sampling=Random2026.05 | 97.44 | — | |
| CNENSetting=Transductive, Negative Sampling=Random2026.05 | 96.85 | — | |
| RepeatMixerSetting=Transductive, Negative Sampling=Random2026.05 | 96.74 | — | |
| TFWaveFormerSetting=Transductive, Negative Sampling=Random2026.03 | 96.51 | 95.67 | |
| FreeDyGNegative Sampling Strategy=Random2026.05 | 96.28 | — | |
| CoDCLBackbone=CorDGT2026.01 | 96.14 | — | |
| FreeDyGVariant=Backbone2026.01 | 96.03 | — | |
| CorDGTVariant=Backbone2026.01 | 96.03 | — | |
| FreeDyGSetting=Transductive, Negative Sampling=Random2026.03 | 96.03 | 95.05 | |
| CorDGTSetting=Transductive, Negative Sampling=Random2026.03 | 96.03 | 95.12 | |
| PINTsetting=transductive, relative positional features=true2022.09 | 96.01 | — | |
| DyGMambaSetting=Transductive, Negative Sampling=Random2026.03 | 95.91 | 94.77 | |
| CoDCLBackbone=DyGFormer2026.01 | 95.88 | — | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 95.79 | — | |
| DyGFormerVariant=Backbone2026.01 | 95.76 | — | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.03 | 95.76 | 94.49 | |
| DyGFormerSetting=Transductive, Negative Sampling=Random2026.05 | 95.51 | — | |
| CoDCLBackbone=FreeDyG2026.01 | 95.43 | — | |
| CAWN2026.01 | 95.18 | — | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.03 | 95.18 | 93.87 | |
| CAWNSetting=Transductive, Negative Sampling=Random2026.05 | 95.18 | — | |
| CAWNNegative Sampling Strategy=Random2026.05 | 95.18 | — | |
| GraphMixer2026.01 | 93.5 | — | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.03 | 93.25 | 91.81 | |
| GraphMixerSetting=Transductive, Negative Sampling=Random2026.05 | 93.25 | — | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 93.25 | — | |
| PINTsetting=transductive, relative positional features=false2022.09 | 92.68 | — | |
| TGN2026.01 | 92.34 | — | |
| TGNSetting=Transductive, Negative Sampling=Random2026.03 | 92.34 | 92.03 | |
| TGNSetting=Transductive, Negative Sampling=Random2026.05 | 92.34 | — | |
| TGNNegative Sampling Strategy=Random2026.05 | 92.34 | — | |
| CAWsetting=transductive2022.09 | 92.16 | — | |
| TCL2026.01 | 89.57 | — | |
| TCLSetting=Transductive, Negative Sampling=Random2026.05 | 89.57 | — | |
| TCLNegative Sampling Strategy=Random2026.05 | 89.57 | — | |
| JODIE2026.01 | 89.43 | — | |
| JODIENegative Sampling Strategy=Random2026.05 | 89.43 | — | |
| Jodiesetting=transductive2022.09 | 86.73 | — | |
| TGFormerNegative Sampling Strategy=Historical2026.05 | 86.12 | — | |
| FreeDyGNegative Sampling Strategy=Historical2026.05 | 86.1 | — | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 84.11 | — | |
| FreeDyGNegative Sampling Strategy=Inductive2026.05 | 82.35 | — | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 82.17 | — | |
| TGFormerNegative Sampling Strategy=Inductive2026.05 | 80.7 | — | |
| TGNNegative Sampling Strategy=Historical2026.05 | 80.43 | — | |
| TGN-Attsetting=transductive2022.09 | 80.4 | — | |
| TCLNegative Sampling Strategy=Historical2026.05 | 80.25 | — | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 80.1 | — | |
| TGATSetting=Transductive, Negative Sampling=Random2026.05 | 79.63 | — | |
| TGATNegative Sampling Strategy=Random2026.05 | 79.63 | — | |
| TGATsetting=transductive2022.09 | 77.51 | — | |
| CTANSetting=Transductive, Negative Sampling=Random2026.03 | 76.64 | 76.25 | |
| EdgeBankSetting=Transductive, Negative Sampling=Random2026.05 | 76.2 | — | |
| EdgeBankNegative Sampling Strategy=Random2026.05 | 76.2 | — | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 76.01 | — | |
| JODIENegative Sampling Strategy=Historical2026.05 | 75.24 | — | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 72.25 | — | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 70.94 | — | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 68.67 | — | |
| TGATNegative Sampling Strategy=Historical2026.05 | 68.27 | — | |
| JODIENegative Sampling Strategy=Inductive2026.05 | 65.99 | — | |
| EdgeBankNegative Sampling Strategy=Historical2026.05 | 65.5 | — | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 65.3 | — | |
| DyRep2026.01 | 65.14 | — | |
| DyRepSetting=Transductive, Negative Sampling=Random2026.03 | 65.14 | 68.77 | |
| DyRepNegative Sampling Strategy=Random2026.05 | 65.14 | — | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 64.61 | — | |
| EdgeBankNegative Sampling Strategy=Inductive2026.05 | 57.43 | — | |
| DyRepNegative Sampling Strategy=Historical2026.05 | 55.1 | — | |
| DyRepNegative Sampling Strategy=Inductive2026.05 | 54.79 | — | |
| DyRepsetting=transductive2022.09 | 54.6 | — | |
| DiffDyGNegative Sampling Strategy=Random2026.05 | — | 98.41 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | — | 84.19 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | — | 83.13 |