Link Prediction on ICEWS 18 (Emerging)
15.43Hits@3AdaTKG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaTKG2026.05 | 15.43 | 13.79 | 26.12 | |
| TransFIR2026.05 | 12.3 | 11.14 | 22.52 | |
| AdaTKGMethod category=Ours2026.05 | 0.1543 | 0.1379 | 0.2612 | |
| TransFIRMethod category=Static inductive2026.05 | 0.123 | 0.1114 | 0.2252 | |
| LogCLMethod category=Graph-based2026.05 | 0.1064 | 0.0903 | 0.1548 | |
| RE-GCNMethod category=Graph-based2026.05 | 0.1004 | 0.0947 | 0.1797 | |
| MGESLMethod category=Graph-based2026.05 | 0.0809 | 0.0747 | 0.1031 | |
| CompGCNMethod category=Static inductive2026.05 | 0.0745 | 0.0638 | 0.1049 | |
| ICLMethod category=Static inductive2026.05 | 0.0727 | 0.0639 | 0.0938 | |
| ECEformerMethod category=Path-based2026.05 | 0.068 | 0.0323 | 0.0454 | |
| TILPMethod category=Path-based2026.05 | 0.0669 | 0.0498 | 0.1659 | |
| GenTKGMethod category=Path-based2026.05 | 0.054 | — | 0.1512 | |
| HisResMethod category=Graph-based2026.05 | 0.0434 | 0.0445 | 0.0735 | |
| PPTMethod category=Static inductive2026.05 | 0.0386 | 0.0368 | 0.065 | |
| MLEMKDMethod category=Graph-based2026.05 | 0.0382 | 0.0402 | 0.0831 | |
| InGramMethod category=Static inductive2026.05 | 0.0265 | 0.0254 | 0.0518 | |
| TLogicMethod category=Path-based2026.05 | 0.0131 | 0.0141 | 0.0262 | |
| MorsEMethod category=Static inductive2026.05 | 0.0075 | 0.0078 | 0.0126 | |
| HiSMatchMethod category=Graph-based2026.05 | 0.0058 | 0.0055 | 0.0076 | |
| CyGNetMethod category=Graph-based2026.05 | 0.002 | 0.0031 | 0.0047 |