Dynamic new link prediction on Social Evo.
0.9768APDyGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.9768 | — | |
| DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9738 | — | |
| TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.9513 | — | |
| TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9501 | — | |
| GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9493 | — | |
| TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.949 | — | |
| TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.9484 | — | |
| TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9474 | — | |
| DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.9473 | — | |
| GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.9472 | — | |
| TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9445 | — | |
| TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.9357 | — | |
| GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.9337 | — | |
| DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.9329 | — | |
| DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.9328 | — | |
| TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.9316 | — | |
| TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.9313 | — | |
| JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.8989 | — | |
| JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.8982 | — | |
| DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.8887 | — | |
| CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.8832 | — | |
| JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.8744 | — | |
| CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.8553 | — | |
| CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.8496 | — | |
| EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.03 | 0.8369 | — | |
| EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.03 | 0.8057 | — | |
| SI-VGRNN2019.08 | 0.774 | 0.7784 | |
| VGRNN2019.08 | 0.7703 | 0.7754 | |
| EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.03 | 0.7495 | — | |
| SI-VGRNN2019.08 | 0.7385 | 0.7645 | |
| VGRNN2019.08 | 0.7348 | 0.75 | |
| DynAERNN2019.08 | 0.7179 | 0.7347 | |
| DynRNN2019.08 | 0.6902 | 0.7137 | |
| DynAERNN2019.08 | 0.6503 | 0.6661 | |
| DynAE2019.08 | 0.6366 | 0.655 | |
| DynRNN2019.08 | 0.6347 | 0.6569 | |
| DynAE2019.08 | 0.5405 | 0.5525 |