Link Prediction on UCI (inductive)
98.06APDiffDyG
Evaluation Results
| Method | Links | |
|---|---|---|
| DiffDyGNegative Sampling Strategy=Random2026.05 | 98.06 | |
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 97.9 | |
| TIDFormerNegative Sampling Strategy=Random2026.05 | 95.95 | |
| RepeatMixerNegative Sampling Strategy=Random2026.05 | 95.04 | |
| CNENNegative Sampling Strategy=Random2026.05 | 95.03 | |
| CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.01 | 94.82 | |
| CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.01 | 94.78 | |
| CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.01 | 94.7 | |
| DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.01 | 94.54 | |
| FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.01 | 94.5 | |
| CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.01 | 94.49 | |
| DyGFormerNegative Sampling Strategy=Random2026.05 | 94.14 | |
| PINTsetting=inductive, relative positional features=true2022.09 | 93.97 | |
| DyGFormerSampling Strategy=random negative sampling2024.11 | 93.78 | |
| CaWsplit_setting=Inductive2022.10 | 93.1 | |
| CAWNEvaluation Protocol=Baseline2026.01 | 92.73 | |
| CAWNNegative Sampling Strategy=Random2026.05 | 92.73 | |
| NATsplit_setting=Inductive2022.10 | 92.6 | |
| CAWsetting=inductive2022.09 | 92.56 | |
| GraphMixerEvaluation Protocol=Baseline2026.01 | 91.19 | |
| GraphMixerNegative Sampling Strategy=Random2026.05 | 91.19 | |
| PINTsetting=inductive, relative positional features=false2022.09 | 90.25 | |
| GraphMixerSampling Strategy=random negative sampling2024.11 | 90.16 | |
| CAWNSampling Strategy=random negative sampling2024.11 | 89.8 | |
| TGNEvaluation Protocol=Baseline2026.01 | 88.12 | |
| TGNNegative Sampling Strategy=Random2026.05 | 88.12 | |
| TCLEvaluation Protocol=Baseline2026.01 | 87.36 | |
| TCLNegative Sampling Strategy=Random2026.05 | 87.36 | |
| DiffDyGNegative Sampling Strategy=Historical2026.05 | 86.27 | |
| DiffDyGNegative Sampling Strategy=Inductive2026.05 | 86.27 | |
| TIDFormerNegative Sampling Strategy=Historical2026.05 | 86.11 | |
| TIDFormerNegative Sampling Strategy=Inductive2026.05 | 86.11 | |
| RepeatMixerNegative Sampling Strategy=Inductive2026.05 | 85.53 | |
| RepeatMixerNegative Sampling Strategy=Historical2026.05 | 85.52 | |
| TGATsplit_setting=Inductive2022.10 | 82 | |
| TCLSampling Strategy=random negative sampling2024.11 | 82 | |
| GraphMixerNegative Sampling Strategy=Historical2026.05 | 81.66 | |
| GraphMixerNegative Sampling Strategy=Inductive2026.05 | 81.64 | |
| TGNSampling Strategy=random negative sampling2024.11 | 81.62 | |
| JODIEEvaluation Protocol=Baseline2026.01 | 79.86 | |
| TGATSampling Strategy=random negative sampling2024.11 | 79.7 | |
| TGATNegative Sampling Strategy=Random2026.05 | 79.54 | |
| JODIEsplit_setting=Inductive2022.10 | 79.1 | |
| TGNsplit_setting=Inductive2022.10 | 79.1 | |
| TCLNegative Sampling Strategy=Historical2026.05 | 76.71 | |
| TCLNegative Sampling Strategy=Inductive2026.05 | 76.65 | |
| GRNSampling Strategy=random negative sampling2024.11 | 75.27 | |
| Jodiesetting=inductive2022.09 | 75.26 | |
| TGN-Attsetting=inductive2022.09 | 74.7 | |
| JODIESampling Strategy=random negative sampling2024.11 | 73.94 | |
| DyGFormerNegative Sampling Strategy=Historical2026.05 | 72.13 | |
| DyGFormerNegative Sampling Strategy=Inductive2026.05 | 72.13 | |
| TGNNegative Sampling Strategy=Historical2026.05 | 70.78 | |
| TGNNegative Sampling Strategy=Inductive2026.05 | 70.73 | |
| TGATsetting=inductive2022.09 | 70.54 | |
| TGATNegative Sampling Strategy=Historical2026.05 | 70.52 | |
| TGATNegative Sampling Strategy=Inductive2026.05 | 70.49 | |
| CNENNegative Sampling Strategy=Inductive2026.05 | 70.24 | |
| CNENNegative Sampling Strategy=Historical2026.05 | 70.23 | |
| CAWNNegative Sampling Strategy=Historical2026.05 | 64.54 | |
| CAWNNegative Sampling Strategy=Inductive2026.05 | 64.54 | |
| DyRepEvaluation Protocol=Baseline2026.01 | 57.48 | |
| DyRepsetting=inductive2022.09 | 50.96 | |
| DyRepSampling Strategy=random negative sampling2024.11 | 49.55 | |
| DyRepsplit_setting=Inductive2022.10 | 43.7 |