Extreme-Event Time-series Generation on WEA Prec
2.5847EM-W1TimeGAN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TimeGANType=GAN2026.06 | 2.5847 | 9,661 | 1.3385 | 2.7133 | — | — | — | — | — | |
| TimeVAEType=VAE2026.06 | 2.5234 | 8,532 | 1.3185 | 2.7128 | 16.45 | 0.8323 | 5.4374 | 1.6613 | 2.2534 | |
| F-FlowType=Flow2026.06 | 2.5163 | 9,434 | 1.3223 | 2.7052 | — | — | — | — | — | |
| koVAEType=VAE2026.06 | 2.5088 | 9,427 | 1.3157 | 2.6977 | 16.443 | 0.8311 | 5.4416 | 1.7204 | 5.1512 | |
| DiffWaveType=Diffusion2026.06 | 1.768 | 7,834 | 0.5415 | 1.9528 | 13.436 | 0.7506 | 4.3148 | 1.5536 | 2.3741 | |
| HeavyDiffType=Extreme-Aware2026.06 | 1.3451 | 3,990 | 0.1436 | 1.3779 | 6.9423 | 0.411 | 1.1951 | 1.4888 | 3.1175 | |
| Diffusion-TSType=Diffusion2026.06 | 1.2734 | 4,331 | 0.1525 | 1.3156 | 8.1159 | 0.4793 | 2.0414 | 2.3124 | 3.0427 | |
| FIDEType=Extreme-Aware2026.06 | 1.1417 | 3,130 | 0.1693 | 1.2455 | 48.397 | 0.2672 | 1.4808 | 1.2212 | 17.326 | |
| SDForgerType=LLM2026.06 | 0.7438 | 13,462 | 0.4953 | 0.7883 | 13.625 | 0.538 | 2.1673 | 1.3387 | 3.9173 | |
| E4GENType=Ours2026.06 | 0.4286 | 3,619 | 0.1004 | 0.4341 | 6.4997 | 0.4056 | 1.7371 | 1.3368 | 2.2081 |