Extreme-Event Generation on Syn-Data
47.55EM-W1TimeGAN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TimeGANType=GAN2026.06 | 47.55 | 6,218 | 3.1726 | 47.79 | — | — | — | — | — | |
| DiffWaveType=Diffusion2026.06 | 43.81 | 6,463 | 3.2765 | 46.18 | — | — | — | — | — | |
| TimeVAEType=VAE2026.06 | 43.78 | 5,820 | 3.2847 | 46.19 | 2.1274 | 0.8318 | 1.2573 | 0.5816 | 2.3121 | |
| koVAEType=VAE2026.06 | 43.34 | 6,439 | 3.2525 | 45.7 | 2.12 | 0.8256 | 0.7437 | 0.5727 | 0.1014 | |
| SDForgerType=LLM2026.06 | 36.61 | 5,212 | 2.5214 | 38.72 | 1.7097 | 0.6607 | 0.918 | 0.46 | 0.1224 | |
| F-FlowType=Flow2026.06 | 35.11 | 5,513 | 2.5745 | 37.31 | 1.807 | 0.7059 | 1.1253 | 0.5055 | 0.1012 | |
| FIDEType=Extreme-Aware2026.06 | 14.99 | 3,864 | 2.5898 | 16.78 | 9.7145 | 0.5724 | 0.7376 | 0.4647 | 10.997 | |
| Diffusion-TSType=Diffusion2026.06 | 11.39 | 3,061 | 3.0921 | 16.96 | 0.6257 | 0.4534 | 0.5606 | 0.3017 | 0.0942 | |
| HeavyDiffType=Extreme-Aware2026.06 | 7.84 | 2,200 | 2.9818 | 12.16 | 0.5113 | 0.4026 | 0.5528 | 0.2709 | 0.0978 | |
| E4GENType=Ours2026.06 | 2.45 | 1,232 | 1.5383 | 3.6 | 0.3451 | 0.2689 | 0.3615 | 0.3129 | 0.0871 |