Temporal Knowledge Graph Forecasting on ICEWS 05-15
62.1MRREST-Transformer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EST-TransformerBackbone=Transformer2026.02 | 62.1 | 57.2 | 64 | 71.8 | |
| EST-RNNBackbone=RNN2026.02 | 61.1 | 56 | 63.1 | 71.2 | |
| EST-LSTMBackbone=LSTM2026.02 | 60.9 | 55.8 | 62.9 | 71 | |
| EST-MambaBackbone=Mamba2026.02 | 59.9 | 54.4 | 62.4 | 70.9 | |
| LogCL2026.02 | 57 | 46.1 | 63.7 | 77.9 | |
| Re-Temp2026.02 | 56.3 | 45.5 | 62.8 | 77.2 | |
| CognTKE2026.02 | 53.1 | 42.6 | 59.4 | 72.7 | |
| HiSMatch2026.02 | 52.8 | 42 | 59.1 | 73.3 | |
| DiffuTKG2026.02 | 52.7 | 40.4 | — | 76 | |
| DSEP2026.02 | 50.7 | 39.8 | 56.8 | 71.3 | |
| TiRGN2026.02 | 50 | 39.3 | 56.1 | 70.7 | |
| RE-GCN2026.02 | 48 | 37.3 | 53.9 | 68.3 | |
| TIter2026.02 | 47.7 | 38 | 52.9 | 65.8 | |
| RETIA2026.02 | 47.3 | 36.6 | 52.9 | 67.8 | |
| CEN2026.02 | 46.8 | 36.4 | 52.4 | 67 | |
| xERTE2026.02 | 46.6 | 37.8 | 52.3 | 63.9 | |
| RE-NET2026.02 | 43.3 | 33.4 | 47.8 | 63.1 | |
| CENET2026.02 | 42 | 32.2 | 46.9 | 60.4 | |
| PPT2026.02 | 38.8 | 28.6 | 43.4 | 58.6 | |
| CyGNet2026.02 | 36.8 | 26.6 | 41.6 | 56.2 |