Temporal Link Prediction on ENRON historical negative sampling (transductive)
0.8314Average PrecisionRLSTG
Evaluation Results
| Method | Links | |
|---|---|---|
| RLSTGsplit_type=transductive2026.01 | 0.8314 | |
| HGWaveNetsplit_type=transductive2026.01 | 0.8055 | |
| FreeDyGsplit_type=transductive2026.01 | 0.7998 | |
| HTGNsplit_type=transductive2026.01 | 0.7987 | |
| FreeDyGNSS=historical, Setting=Transductive2026.03 | 0.7887 | |
| TFWaveFormerNSS=historical, Setting=Transductive2026.03 | 0.7864 | |
| GraphMixerNSS=historical, Setting=Transductive2026.03 | 0.7798 | |
| EdgeBankNSS=historical, Setting=Transductive2026.03 | 0.7653 | |
| DyGFormerNSS=historical, Setting=Transductive2026.03 | 0.7563 | |
| DyGFormersplit_type=transductive2026.01 | 0.7516 | |
| TGNNSS=historical, Setting=Transductive2026.03 | 0.7391 | |
| TGNsplit_type=transductive2026.01 | 0.7318 | |
| GraphMixersplit_type=transductive2026.01 | 0.7288 | |
| DyRepNSS=historical, Setting=Transductive2026.03 | 0.7119 | |
| DyRepsplit_type=transductive2026.01 | 0.7113 | |
| TCLNSS=historical, Setting=Transductive2026.03 | 0.7066 | |
| TCLsplit_type=transductive2026.01 | 0.7023 | |
| JODIEsplit_type=transductive2026.01 | 0.6989 | |
| JODIENSS=historical, Setting=Transductive2026.03 | 0.6985 | |
| TGATsplit_type=transductive2026.01 | 0.6498 | |
| CAWNNSS=historical, Setting=Transductive2026.03 | 0.6473 | |
| TGATNSS=historical, Setting=Transductive2026.03 | 0.6407 |