Temporal Point Process modeling on Hawkes2 synthetic (test)
-2.19NLLMAS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MASBackbone=Transformer, Knots=102026.07 | -2.19 | — | 2.488 | |
| SAHPBackbone=Transformer2026.07 | -2.102 | — | 2.645 | |
| DTPPBackbone=Transformer2026.07 | -2.031 | — | 2.517 | |
| TRITPPBackbone=Transformer2026.07 | -1.939 | — | 2.628 | |
| RMTPPBackbone=Transformer2026.07 | -1.88 | — | 2.583 | |
| IFTPPBackbone=Transformer2026.07 | -1.873 | — | 2.563 | |
| WSMBackbone=Transformer2026.07 | -1.578 | — | 2.609 | |
| HAWKESBackbone=Transformer2026.07 | -1.553 | — | 2.523 | |
| CUFUNBackbone=Transformer2026.07 | -1.543 | — | 2.634 | |
| THPBackbone=Transformer2026.07 | -1.534 | — | 2.637 | |
| FULLYNNBackbone=Transformer2026.07 | -1.488 | — | 2.651 | |
| EMTPPBackbone=Transformer2026.07 | -1.468 | — | 2.541 | |
| IPPBackbone=Transformer2026.07 | -0.992 | — | 2.613 | |
| HYPROBackbone=Transformer2026.07 | -0.948 | — | 2.553 | |
| Ground truth2021.10 | 0.1192 | — | — | |
| GRU-ODETemporal Dynamics=Mixed2021.10 | 0.1239 | — | — | |
| ResNet flowTemporal Dynamics=Mixed2021.10 | 0.1249 | — | — | |
| ODE-LSTMTemporal Dynamics=Mixed2021.10 | 0.1253 | — | — | |
| Coupling flowTemporal Dynamics=Mixed2021.10 | 0.1254 | — | — | |
| Discrete GRU2021.10 | 0.1267 | — | — | |
| GRU flowTemporal Dynamics=Mixed2021.10 | 0.127 | — | — | |
| Coupling flowTemporal Dynamics=Continuous2021.10 | 0.1376 | — | — | |
| ResNet flowTemporal Dynamics=Continuous2021.10 | 0.1813 | — | — | |
| Jump ODETemporal Dynamics=Continuous2021.10 | 0.2246 | — | — | |
| Without history2021.10 | 0.2354 | — | — | |
| Add-and-Thin2024.10 | — | 2.5 | — | |
| Diffusion2024.10 | — | 5.5 | — | |
| EventFlow2024.10 | — | 2.2 | — | |
| IFTPP2024.10 | — | 1.4 | — | |
| NHP2024.10 | — | 5.2 | — |