Dynamic Link Prediction on LastFM inductive random negative sampling
95.49APTFWaveFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TFWaveFormernegative sampling=random2026.03 | 95.49 | 95.31 | |
| TIDFormerEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 95.41 | — | |
| TPNetEvaluation Setting=inductive, Negative Sampling Strategy=random2025.05 | 95.36 | — | |
| DyGMambanegative sampling=random2026.03 | 94.42 | 94.37 | |
| DyGFormernegative sampling=random2026.03 | 94.23 | 94.08 | |
| CorDGTnegative sampling=random2026.03 | 93.03 | 93.01 | |
| FreeDyGnegative sampling=random2026.03 | 93.01 | 92.11 | |
| CAWNnegative sampling=random2026.03 | 89.42 | 87.82 | |
| DyRepnegative sampling=random2026.03 | 83.02 | 82.24 | |
| GraphMixernegative sampling=random2026.03 | 82.11 | 80.37 | |
| TGNnegative sampling=random2026.03 | 81.45 | 82.61 | |
| CTANnegative sampling=random2026.03 | 60.4 | 61.49 |