Time-series Generation on WEA-TEMP
0.9346Wasserstein DistanceE4GEN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| E4GENType=Ours2026.06 | 0.9346 | 0.0846 | 0.0851 | 0.0858 | 0.4938 | 0.1584 | 0.1084 | 0.0276 | |
| HeavyDiffType=Extreme-Aware2026.06 | 1.0998 | 0.095 | 0.0862 | 0.0995 | 0.5793 | 0.1986 | 0.1185 | 0.0257 | |
| TimeGANType=GAN2026.06 | 1.195 | 0.0947 | 0.1576 | 0.365 | 0.8405 | 5.1615 | 0.1662 | 0.1165 | |
| Diffusion-TSType=Diffusion2026.06 | 1.2845 | 0.1033 | 0.0916 | 0.1116 | 0.6605 | 0.2271 | 0.1116 | 0.0283 | |
| SDForgerType=LLM2026.06 | 1.5069 | 0.1076 | 0.1551 | 0.1317 | 0.837 | 1.5304 | 0.1308 | 0.0539 | |
| TimeVAEType=VAE2026.06 | 1.8238 | 0.1265 | 0.1385 | 0.1781 | 1.0735 | 1.2312 | 0.1202 | 0.0326 | |
| koVAEType=VAE2026.06 | 3.5138 | 0.2662 | 0.3984 | 0.3388 | 1.8261 | 2.9273 | 0.1851 | 0.0417 | |
| DiffWaveType=Diffusion2026.06 | 3.9978 | 0.3056 | 0.4726 | 0.3808 | 2.0716 | 3.4627 | 0.185 | 0.0303 | |
| F-FlowType=Flow2026.06 | 21.002 | 0.9955 | 0.8256 | 1.2082 | 10.519 | 32.013 | 1.5189 | 1.4458 | |
| FIDEType=Extreme-Aware2026.06 | 22.225 | 0.7448 | 0.6314 | 0.7962 | 11.29 | 24.775 | 0.3035 | 0.1573 |