Link Prediction on ICEWS14 (Emerging)
22.5Hits@3AdaTKG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AdaTKG2026.05 | 22.5 | 20.11 | 36.21 | |
| AdaTKGMethod category=Ours2026.05 | 22.5 | 20.11 | 36.21 | |
| TransFIR2026.05 | 20.96 | 17.63 | 34.13 | |
| TransFIRMethod category=Static inductive2026.05 | 20.96 | 17.63 | 34.13 | |
| LogCLMethod category=Graph-based2026.05 | 17.7 | 13.54 | 22.73 | |
| RE-GCNMethod category=Graph-based2026.05 | 12.63 | 11.75 | 22.32 | |
| HisResMethod category=Graph-based2026.05 | 11.07 | 11.69 | 21.32 | |
| PPTMethod category=Static inductive2026.05 | 10.62 | 0.93 | 17.16 | |
| GenTKGMethod category=Path-based2026.05 | 9.83 | — | 19.19 | |
| CompGCNMethod category=Static inductive2026.05 | 9.06 | 6.82 | 12.13 | |
| MLEMKDMethod category=Graph-based2026.05 | 7.28 | 6.85 | 13.03 | |
| InGramMethod category=Static inductive2026.05 | 5.96 | 5.63 | 11.38 | |
| ECEformerMethod category=Path-based2026.05 | 4.96 | 4.61 | 9.15 | |
| TILPMethod category=Path-based2026.05 | 4.71 | 3.97 | 11.14 | |
| MGESLMethod category=Graph-based2026.05 | 3.61 | 3.09 | 6.03 | |
| HiSMatchMethod category=Graph-based2026.05 | 2.85 | 2.84 | 4.18 | |
| ICLMethod category=Static inductive2026.05 | 2.61 | 2.52 | 3.88 | |
| TLogicMethod category=Path-based2026.05 | 1.07 | 1.22 | 2.57 | |
| CyGNetMethod category=Graph-based2026.05 | 0.98 | 1.11 | 2.02 | |
| MorsEMethod category=Static inductive2026.05 | 0.74 | 1.36 | 1.85 |