Time Series Generation on Syn-Data
0.0144Wasserstein DistanceE4GEN
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| E4GENType=Ours2026.06 | 0.0144 | 0.0568 | 0.1106 | 0.0447 | 0.0505 | 0.4501 | 0.1518 | 0.0368 | |
| SDForgerType=LLM2026.06 | 0.0203 | 0.0628 | 0.1369 | 0.0708 | 0.0427 | 1.2159 | 0.1548 | 0.0525 | |
| HeavyDiffType=Extreme-Aware2026.06 | 0.0231 | 0.0971 | 0.1718 | 0.247 | 0.0784 | 1.5271 | 0.1609 | 0.0675 | |
| Diffusion-TSType=Diffusion2026.06 | 0.0236 | 0.1032 | 0.1719 | 0.3052 | 0.092 | 1.991 | 0.1641 | 0.0557 | |
| TimeGANType=GAN2026.06 | 0.0267 | 0.1038 | 0.1995 | 0.1018 | 0.1592 | 2.0077 | 0.2258 | 0.1547 | |
| FIDEType=Extreme-Aware2026.06 | 0.0309 | 0.1279 | 0.1075 | 0.1558 | 0.1614 | 4.4028 | 0.667 | 0.8808 | |
| koVAEType=VAE2026.06 | 0.0425 | 0.1425 | 0.2669 | 0.2086 | 0.0779 | 6.7766 | 0.1746 | 0.0422 | |
| DiffWaveType=Diffusion2026.06 | 0.0557 | 0.2348 | 0.3767 | 0.2191 | 0.163 | 10.798 | 0.2264 | 0.0706 | |
| TimeVAEType=VAE2026.06 | 0.065 | 0.3359 | 0.4424 | 0.234 | 0.3998 | 16.284 | 0.2456 | 0.0764 | |
| F-FlowType=Flow2026.06 | 0.1395 | 0.6424 | 0.5579 | 0.6539 | 0.0819 | 17.13 | 0.1833 | 0.0514 |