Temporal Point Process modeling on Hawkes1 synthetic (test)
-1.81Negative Log-LikelihoodMAS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MASBackbone=Transformer, Learning Rate=0.001, Batch Size=64, Knots=102026.07 | -1.81 | 2.313 | |
| IFTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.802 | 2.429 | |
| SAHPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.766 | 2.46 | |
| HAWKESBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.645 | 2.365 | |
| WSMBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.552 | 2.438 | |
| THPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.512 | 2.453 | |
| TRITPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.51 | 2.409 | |
| CUFUNBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.488 | 2.441 | |
| RMTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.472 | 2.387 | |
| FULLYNNBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.471 | 2.463 | |
| EMTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.466 | 2.324 | |
| DTPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.455 | 2.951 | |
| HYPROBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.239 | 2.361 | |
| IPPBackbone=Transformer, Learning Rate=0.001, Batch Size=642026.07 | -1.01 | 2.391 | |
| Ground truth2021.10 | 0.6405 | — | |
| GRU-ODETemporal Dynamics=Mixed2021.10 | 0.6419 | — | |
| Discrete GRU2021.10 | 0.6424 | — | |
| ResNet flowTemporal Dynamics=Continuous2021.10 | 0.6426 | — | |
| GRU flowTemporal Dynamics=Mixed2021.10 | 0.6439 | — | |
| Coupling flowTemporal Dynamics=Continuous2021.10 | 0.6441 | — | |
| ResNet flowTemporal Dynamics=Mixed2021.10 | 0.6443 | — | |
| ODE-LSTMTemporal Dynamics=Mixed2021.10 | 0.6448 | — | |
| Coupling flowTemporal Dynamics=Mixed2021.10 | 0.645 | — | |
| Jump ODETemporal Dynamics=Continuous2021.10 | 0.6461 | — | |
| Without history2021.10 | 0.7826 | — |