Time-series Generation on ETTh MP
0.0854Context-FIDUPLOTS (llama3)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.06 | 0.0854 | 0.0227 | 0.1614 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.06 | 0.0878 | 0.0236 | 0.1615 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.06 | 0.1335 | 0.0224 | 0.1603 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.06 | 0.1346 | 0.0197 | 0.1603 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.06 | 0.2042 | 0.0941 | 0.1609 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.06 | 0.2058 | 0.0395 | 0.1617 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.06 | 0.2083 | 0.1105 | 0.1613 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.06 | 0.2156 | 0.0426 | 0.1617 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.06 | 0.2283 | 0.0947 | 0.1611 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.06 | 0.2493 | 0.2075 | 0.1607 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.06 | 0.2637 | 0.0235 | 0.1607 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.06 | 0.2954 | 0.0264 | 0.1608 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.06 | 0.4402 | 0.0689 | 0.1606 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.06 | 0.72 | 0.0389 | 0.1616 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.06 | 0.8859 | 0.0462 | 0.1615 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.06 | 0.9031 | 0.0492 | 0.1727 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.06 | 0.9402 | 0.0248 | 0.1603 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.06 | 1.3651 | 0.0839 | 0.1744 |