Time Series Generation on WEA-Prec
133.2Wasserstein DistanceE4GEN
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| E4GENType=Ours2026.06 | 133.2 | 0.2114 | 0.1425 | 0.0886 | 66.607 | 130.68 | 0.4033 | 0.7913 | |
| FIDEType=Extreme-Aware2026.06 | 137.61 | 0.441 | 0.2329 | 0.0898 | 68.818 | 311.95 | 0.4466 | 0.8916 | |
| HeavyDiffType=Extreme-Aware2026.06 | 158.32 | 0.5673 | 0.224 | 0.1306 | 79.172 | 317.88 | 0.4117 | 0.867 | |
| Diffusion-TSType=Diffusion2026.06 | 172.16 | 0.5574 | 0.1558 | 0.0876 | 86.088 | 301.04 | 0.4053 | 1.4584 | |
| DiffWaveType=Diffusion2026.06 | 271.15 | 0.5122 | 0.2098 | 0.2824 | 135.58 | 174.39 | 0.4119 | 0.9321 | |
| F-FlowType=Flow2026.06 | 327.02 | 0.4024 | 0.293 | 0.3219 | 163.52 | 251.63 | 0.4624 | 1.1018 | |
| TimeVAEType=VAE2026.06 | 423.34 | 0.7357 | 0.6436 | 0.2279 | 211.75 | 182.57 | 0.6858 | 0.9595 | |
| koVAEType=VAE2026.06 | 463.5 | 0.8015 | 0.7459 | 0.242 | 231.83 | 210.14 | 0.9813 | 2.1157 | |
| TimeGANType=GAN2026.06 | 484.09 | 0.7788 | 0.7501 | 0.2408 | 242.06 | 219.36 | 0.5706 | 1.0104 | |
| SDForgerType=LLM2026.06 | 611.65 | 0.3527 | 0.4921 | 0.1592 | 305.84 | 545.03 | 0.5214 | 0.845 |