Temporal Link Prediction on ICEWS 18
74.9MRRDURENDAL-ATU
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DURENDAL-ATUupdate scheme=Aggregate-Then-Update2023.09 | 74.9 | — | — | — | 69.3 | |
| DURENDAL-UTAupdate scheme=Update-Then-Aggregate2023.09 | 74.5 | — | — | — | 67.7 | |
| TNTComplEx2023.09 | 74.3 | — | — | — | 52.5 | |
| HAN2023.09 | 71 | — | — | — | 61.8 | |
| ComplEx2023.09 | 69.9 | — | — | — | 50.5 | |
| HetEvolveGCN2023.09 | 65.3 | — | — | — | 61.1 | |
| HEDRA2026.05 | 46.77 | 33.66 | — | 75.64 | — | |
| CHE-TKG2026.05 | 45.29 | 32.34 | — | 73.92 | — | |
| DECRL2026.05 | 43.36 | 30.64 | — | 71.12 | — | |
| DHyper2026.05 | 42.84 | 29.96 | — | 70.82 | — | |
| TiRGN2026.05 | 42.26 | 30.19 | — | 73.9 | — | |
| DACHA2026.05 | 40.8 | 27.83 | — | 69.21 | — | |
| RE-GCN2026.05 | 40.68 | 27.01 | — | 69.51 | — | |
| RE-NET2026.05 | 39.63 | 23.55 | — | 75.66 | — | |
| GTRL2026.05 | 38.43 | 27.48 | — | 67.82 | — | |
| TPARinference_setting=Extrapolation2024.05 | 35.76 | 26.58 | 39.27 | 56.94 | — | |
| Glean2026.05 | 35.15 | 22.02 | — | 64.24 | — | |
| RPCinference_setting=Extrapolation2024.05 | 34.91 | 24.34 | 38.74 | 55.89 | — | |
| TIRGNinference_setting=Extrapolation2024.05 | 33.66 | 23.19 | 37.99 | 54.22 | — | |
| RE-GCNinference_setting=Extrapolation2024.05 | 32.62 | 22.39 | 36.79 | 52.68 | — | |
| CENinference_setting=Extrapolation2024.05 | 31.5 | 21.7 | 35.44 | 50.59 | — | |
| TITerinference_setting=Extrapolation2024.05 | 29.98 | 22.05 | 33.46 | 44.83 | — | |
| TLogicinference_setting=Extrapolation2024.05 | 29.82 | 20.54 | 33.95 | 48.53 | — | |
| EvoExplore2026.05 | 29.82 | 18.5 | — | 58.01 | — | |
| RE-NETinference_setting=Extrapolation2024.05 | 29.78 | 19.73 | 32.55 | 48.46 | — | |
| XERTEinference_setting=Extrapolation2024.05 | 29.31 | 21.03 | 33.51 | 46.48 | — | |
| TANGOinference_setting=Extrapolation2024.05 | 27.56 | 18.68 | 30.86 | 44.94 | — | |
| RE-GCN2023.05 | 27.51 | 17.82 | 31.17 | 46.55 | — | |
| CyGNeTinference_setting=Extrapolation2024.05 | 27.12 | 17.21 | 30.97 | 46.85 | — | |
| PPTprompting=learned2023.05 | 26.63 | 16.94 | 30.64 | 45.43 | — | |
| CyGNet2023.05 | 26.46 | 16.62 | 30.57 | 45.58 | — | |
| RE-NET2023.05 | 26.17 | 16.43 | 29.89 | 44.37 | — | |
| PPT w/o promptsprompting=none2023.05 | 25.44 | 15.68 | 29.26 | 44.88 | — | |
| PPT rand promptsprompting=random2023.05 | 24.22 | 14.31 | 28.09 | 44.32 | — | |
| RGCRN2023.05 | 23.46 | 14.24 | 26.62 | 41.96 | — | |
| ConvTransE2023.05 | 23.22 | 14.26 | 26.13 | 41.34 | — | |
| ConvE2023.05 | 22.81 | 13.63 | 25.83 | 41.43 | — | |
| AdaTKG2026.05 | 16.87 | — | 18.97 | 30.27 | — | |
| TA-DistMult2023.05 | 16.42 | 8.6 | 18.13 | 32.51 | — | |
| ComplEx2023.05 | 15.45 | 8.04 | 17.19 | 30.73 | — | |
| R-GCN2023.05 | 15.05 | 8.13 | 16.49 | 29 | — | |
| RotatE2023.05 | 14.53 | 6.47 | 15.78 | 31.86 | — | |
| DistMult2023.05 | 13.86 | 5.61 | 15.22 | 31.26 | — | |
| TransFIR2026.05 | 13.48 | — | 15.17 | 25.91 | — | |
| TTransE2023.05 | 8.44 | 1.85 | 8.95 | 22.38 | — | |
| HyTE2023.05 | 7.41 | 3.1 | 7.33 | 16.01 | — |