Dynamic Link Prediction on Wikipedia (inductive, random negative sampling)
98.97APFreeDyG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FreeDyGEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.97 | — | |
| TFWaveFormernegative sampling=random2026.03 | 98.94 | 98.93 | |
| TIDFormerEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.93 | — | |
| FreeDyGnegative sampling=random2026.03 | 98.91 | 98.83 | |
| TPNetEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.91 | — | |
| DyGMambanegative sampling=random2026.03 | 98.77 | 98.72 | |
| RepeatMixerEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.7 | — | |
| DyGFormernegative sampling=random2026.03 | 98.59 | 98.48 | |
| DyGFormerEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.59 | — | |
| CorDGTnegative sampling=random2026.03 | 98.48 | 98.26 | |
| CAWNnegative sampling=random2026.03 | 98.24 | 98.03 | |
| CAWNEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 98.24 | — | |
| TGNnegative sampling=random2026.03 | 97.83 | 97.72 | |
| TGNEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 97.83 | — | |
| GraphMixernegative sampling=random2026.03 | 96.65 | 96.3 | |
| GraphMixerEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 96.65 | — | |
| TGATEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 96.22 | — | |
| JODIEEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 94.82 | — | |
| CTANnegative sampling=random2026.03 | 93.58 | 92.59 | |
| DyRepnegative sampling=random2026.03 | 92.43 | 91.49 | |
| DyRepEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 92.43 | — |