Time Series Generation on Stocks, ETTh, Energy, and fMRI (test)
0.612Predictive ScoreTimeVAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeVAE#Train=10002026.05 | 0.612 | 0.423 | |
| Cot-GAN#Train=10002026.05 | 0.602 | 0.486 | |
| UniTok-FM#Prompt=52026.05 | 0.601 | 0.42 | |
| Diffusion-TS#Train=2002026.05 | 0.596 | 0.311 | |
| TimeVAE#Train=2002026.05 | 0.594 | 0.365 | |
| Diffusion-TS#Train=10002026.05 | 0.582 | 0.351 | |
| SDFormer#Train=10002026.05 | 0.573 | 0.096 | |
| Cot-GAN#Train=2002026.05 | 0.573 | 0.399 | |
| Cot-GAN#Train=52026.05 | 0.52 | 0.451 | |
| SDFormer#Train=2002026.05 | 0.337 | 0.147 | |
| Diffusion-TS#Train=52026.05 | 0.293 | 0.497 | |
| SDFormer#Train=52026.05 | 0.239 | 0.487 | |
| TimeVAE#Train=52026.05 | 0.157 | 0.483 | |
| TimeGAN#Train=10002026.05 | 0.051 | 0.5 | |
| TimeGAN#Train=2002026.05 | 0.02 | 0.5 | |
| TimeGAN#Train=52026.05 | -0.068 | 0.5 |