Time Series Generation on ECG5k (70% drop)
0.4DSTimeVAE-NCDE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TimeVAE-NCDE2026.01 | 0.4 | 0.154 | 0.073 | |
| Diff-MN2026.01 | 0.424 | 0.108 | 0.018 | |
| Diffusion-NCDE2026.01 | 0.429 | 0.198 | 0.136 | |
| GT-GAN2026.01 | 0.497 | 0.296 | 2.672 | |
| ProFITi2026.01 | 0.498 | 0.247 | 0.066 | |
| KoVAE2026.01 | 0.5 | 0.357 | 7.537 | |
| TimeGAN-NCDE2026.01 | 0.5 | 0.558 | 9.431 | |
| HeTVAE2026.01 | 0.5 | 0.569 | 10.316 |