Extreme-Event Time-Series Generation on LTST-ECG
0.0328EM-W1E4GEN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| E4GENType=Ours2026.06 | 0.0328 | 4,633 | 2.4458 | 0.0561 | 0.8911 | 0.2823 | 0.265 | 0.1674 | 0.0558 | |
| HeavyDiffType=Extreme-Aware2026.06 | 0.0331 | 4,754 | 3.1284 | 0.0988 | 0.9545 | 0.2783 | 0.3306 | 0.1885 | 0.0703 | |
| Diffusion-TSType=Diffusion2026.06 | 0.0936 | 4,960 | 3.1839 | 0.0444 | 0.9857 | 0.3071 | 0.3888 | 0.1893 | 0.0693 | |
| SDForgerType=LLM2026.06 | 0.6669 | 22,481 | 3.9868 | 1.122 | 3.4591 | 0.5351 | 1.4759 | 0.2774 | 0.046 | |
| FIDEType=Extreme-Aware2026.06 | 0.6834 | 16,922 | 10.406 | 1.0252 | 75.5862 | 0.608 | 1.9742 | 0.9475 | 3.4025 | |
| TimeGANType=GAN2026.06 | 0.6881 | 33,741 | 7.4728 | 1.206 | 3.0622 | 0.6407 | 2.2042 | 0.7011 | 0.1413 | |
| F-FlowType=Flow2026.06 | 0.9259 | 24,703 | 9.9093 | 1.4716 | 4.5078 | 0.7858 | 2.3123 | 0.9146 | 0.2565 | |
| koVAEType=VAE2026.06 | 1.0624 | 22,875 | 9.5807 | 1.567 | 3.9207 | 0.7441 | 2.0463 | 0.4008 | 0.0604 | |
| TimeVAEType=VAE2026.06 | 1.3423 | 20,290 | 10.199 | 1.9551 | 3.7131 | 0.7479 | 2.8147 | 0.7452 | 0.5056 | |
| DiffWaveType=Diffusion2026.06 | 1.348 | 24,996 | 11.475 | 1.9541 | 4.3085 | 0.8322 | 2.7932 | — | 0.5797 |