Link Prediction on ICEWS05-15 (Emerging)
25.73H@3AdaTKG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaTKG2026.05 | 25.73 | 22.7 | 38.5 | |
| AdaTKGMethod category=Ours2026.05 | 25.73 | 22.7 | 38.5 | |
| TransFIR2026.05 | 25.3 | 21.77 | 37.08 | |
| TransFIRMethod category=Static inductive2026.05 | 25.3 | 21.77 | 37.08 | |
| LogCLMethod category=Graph-based2026.05 | 24.52 | 19.17 | 28.55 | |
| CompGCNMethod category=Static inductive2026.05 | 21.03 | 18.85 | 24.79 | |
| HisResMethod category=Graph-based2026.05 | 13.32 | 13.25 | 14.07 | |
| MGESLMethod category=Graph-based2026.05 | 11.66 | 10.69 | 15.63 | |
| GenTKGMethod category=Path-based2026.05 | 11.05 | — | 18.73 | |
| RE-GCNMethod category=Graph-based2026.05 | 9.61 | 8.87 | 18.03 | |
| MLEMKDMethod category=Graph-based2026.05 | 8.48 | 8.33 | 17.17 | |
| InGramMethod category=Static inductive2026.05 | 7.93 | 7.71 | 14.54 | |
| ECEformerMethod category=Path-based2026.05 | 6.42 | 5.87 | 11.41 | |
| TILPMethod category=Path-based2026.05 | 3.74 | 3.58 | 10.3 | |
| ICLMethod category=Static inductive2026.05 | 3.02 | 2.54 | 3.73 | |
| HiSMatchMethod category=Graph-based2026.05 | 2.38 | 2.42 | 4.43 | |
| MorsEMethod category=Static inductive2026.05 | 1.67 | 3.81 | 4.39 | |
| TLogicMethod category=Path-based2026.05 | 1.08 | 1.21 | 2.85 | |
| CyGNetMethod category=Graph-based2026.05 | 0.2 | 0.31 | 0.48 | |
| PPTMethod category=Static inductive2026.05 | 0.05 | 0.15 | 0.22 |