Temporal Point Process modeling on Wiki real-world (test)
-1.3727Negative Log-LikelihoodODE-LSTM
Evaluation results
| Method | Links | |
|---|---|---|
| ODE-LSTMTemporal Dynamics=Mixed2021.10 | -1.3727 | |
| GRU-ODETemporal Dynamics=Mixed2021.10 | -1.3635 | |
| ResNet flowTemporal Dynamics=Continuous2021.10 | -1.2907 | |
| Coupling flowTemporal Dynamics=Mixed2021.10 | -1.2702 | |
| ResNet flowTemporal Dynamics=Mixed2021.10 | -1.1937 | |
| GRU flowTemporal Dynamics=Mixed2021.10 | -0.9852 | |
| Discrete GRU2021.10 | -0.5832 | |
| Jump ODETemporal Dynamics=Continuous2021.10 | -0.3115 | |
| Coupling flowTemporal Dynamics=Continuous2021.10 | -0.2807 | |
| Without history2021.10 | 1.5813 | |
| GRU-ODEModel Type=Mixed2021.10 | 7.5537 | |
| Discrete GRU2021.10 | 8.0527 | |
| ODE-LSTMModel Type=Mixed2021.10 | 8.3187 | |
| ResNet flowModel Type=Mixed2021.10 | 8.5489 | |
| Coupling flowModel Type=Mixed2021.10 | 8.8018 | |
| Coupling flowModel Type=Continuous2021.10 | 9.7214 | |
| ResNet flowModel Type=Continuous2021.10 | 10.4368 | |
| Jump ODEModel Type=Continuous2021.10 | 10.604 |