Dynamic Link Prediction on LastFM inductive split
99.93APDSRD
Evaluation results
| Method | Links | |
|---|---|---|
| DSRDSampling Strategy=random2026.05 | 99.93 | |
| DSRDSampling Strategy=historical2026.05 | 98.93 | |
| DSRDSampling Strategy=inductive2026.05 | 98.92 | |
| PINTSampling Strategy=historical2026.05 | 79.54 | |
| TFWaveFormerNegative Sampling Strategy=historical2026.03 | 79.52 | |
| TFWaveFormerNegative Sampling Strategy=inductive2026.03 | 79.52 | |
| FreeDyGNegative Sampling Strategy=historical2026.03 | 77.87 | |
| FreeDyGNegative Sampling Strategy=inductive2026.03 | 77.87 | |
| GraphMixerNegative Sampling Strategy=historical2026.03 | 76.42 | |
| GraphMixerNegative Sampling Strategy=inductive2026.03 | 76.42 | |
| DyGFormerNegative Sampling Strategy=historical2026.03 | 76.35 | |
| DyGFormerNegative Sampling Strategy=inductive2026.03 | 76.35 | |
| TGATNegative Sampling Strategy=inductive2026.03 | 76.28 | |
| TGATNegative Sampling Strategy=historical2026.03 | 76.27 | |
| DyRepNegative Sampling Strategy=historical2026.03 | 71.45 | |
| DyRepNegative Sampling Strategy=inductive2026.03 | 71.45 | |
| CAWNNegative Sampling Strategy=historical2026.03 | 71.33 | |
| CAWNNegative Sampling Strategy=inductive2026.03 | 71.33 | |
| JODIENegative Sampling Strategy=historical2026.03 | 70.39 | |
| JODIENegative Sampling Strategy=inductive2026.03 | 70.39 | |
| TGNNegative Sampling Strategy=inductive2026.03 | 69.46 | |
| TGNNegative Sampling Strategy=historical2026.03 | 66.65 | |
| TCLNegative Sampling Strategy=historical2026.03 | 65.78 | |
| TCLNegative Sampling Strategy=inductive2026.03 | 65.78 |