Temporal Point Process Modeling on Synthetic datasets Aggregated (Synth.)
0.003ESIGTPP
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SIGTPPScore Type=Geometric relative scores against DETER2026.07 | 0.003 | 0.204 | 0.138 | 0.768 | 0.313 | 0.04 | 0.035 | 0.071 | — | 0.081 | |
| VAEScore Type=Geometric relative scores against DETER2026.07 | 0.02 | 0.249 | 0.226 | 0.72 | 0.406 | 0.071 | 0.03 | 0.071 | — | 0.122 | |
| DDPMScore Type=Geometric relative scores against DETER2026.07 | 0.021 | 0.259 | 0.705 | 0.723 | 0.534 | 0.083 | 0.042 | 0.072 | — | 0.157 | |
| WGANScore Type=Geometric relative scores against DETER2026.07 | 0.032 | 0.288 | 0.687 | 0.721 | 0.665 | 0.076 | 0.038 | 0.074 | — | 0.168 | |
| GAMMAScore Type=Geometric relative scores against DETER2026.07 | 0.047 | 0.3 | 0.663 | 0.746 | 0.538 | 0.06 | 0.057 | 0.074 | — | 0.177 | |
| SIGTPP2026.07 | 1 | 1 | 2 | 4.3 | 1.5 | 1.3 | 2.8 | 2.5 | 2.03 | — | |
| VAE2026.07 | 2.5 | 2.5 | 2.5 | 2.3 | 2.5 | 3.3 | 1.8 | 1.8 | 2.38 | — | |
| DDPM2026.07 | 3.3 | 3.8 | 4 | 2.8 | 3.8 | 4.5 | 3.5 | 3.3 | 3.59 | — | |
| WGAN2026.07 | 4 | 3.8 | 3.5 | 2 | 4 | 3.3 | 3.3 | 3.5 | 3.41 | — |