Temporal Point Process modeling on Reddit real-world (test)
-1.2962Negative Log-LikelihoodResNet flow
Evaluation results
| Method | Links | |
|---|---|---|
| ResNet flowTemporal Dynamics=Continuous2021.10 | -1.2962 | |
| ResNet flowIntensity/Distribution Model=Continuous intensity2021.10 | -1.2962 | |
| Coupling flowTemporal Dynamics=Mixed2021.10 | -1.0933 | |
| Coupling flowIntensity/Distribution Model=Mixture distribution2021.10 | -1.0933 | |
| GRU-ODETemporal Dynamics=Mixed2021.10 | -1.0907 | |
| Jump ODEIntensity/Distribution Model=Mixture distribution2021.10 | -1.0907 | |
| ODE-LSTMTemporal Dynamics=Mixed2021.10 | -1.0888 | |
| GRU flowTemporal Dynamics=Mixed2021.10 | -1.0605 | |
| ResNet flowIntensity/Distribution Model=Mixture distribution2021.10 | -1.0605 | |
| ResNet flowTemporal Dynamics=Mixed2021.10 | -1.0291 | |
| Discrete GRU2021.10 | -0.9299 | |
| Discrete GRUIntensity/Distribution Model=Mixture distribution2021.10 | -0.9299 | |
| Coupling flowTemporal Dynamics=Continuous2021.10 | -0.1263 | |
| Coupling flowIntensity/Distribution Model=Continuous intensity2021.10 | -0.1263 | |
| Jump ODETemporal Dynamics=Continuous2021.10 | 0.1308 | |
| Jump ODEIntensity/Distribution Model=Continuous intensity2021.10 | 0.1308 | |
| Without history2021.10 | 1.5402 | |
| Coupling flowModel Type=Mixed2021.10 | 1.6817 | |
| Discrete GRU2021.10 | 1.8468 | |
| ODE-LSTMModel Type=Mixed2021.10 | 1.9057 | |
| ResNet flowModel Type=Mixed2021.10 | 1.9491 | |
| GRU-ODEModel Type=Mixed2021.10 | 2.3078 | |
| ResNet flowModel Type=Continuous2021.10 | 2.3932 | |
| Coupling flowModel Type=Continuous2021.10 | 3.6312 | |
| Jump ODEModel Type=Continuous2021.10 | 3.6654 |