Time-series Generation on PEMS04 MP
0.0167Context-FIDUPLOTS (llama3)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.06 | 0.0167 | 0.0184 | 0.1775 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.06 | 0.0188 | 0.0203 | 0.1775 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.06 | 0.0412 | 0.0092 | 0.1775 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.06 | 0.0423 | 0.0101 | 0.1775 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.06 | 0.0491 | 0.0374 | 0.1773 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.06 | 0.0814 | 0.0182 | 0.1757 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.06 | 0.0941 | 0.0224 | 0.1757 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.06 | 0.099 | 0.0052 | 0.1759 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.06 | 0.1016 | 0.0421 | 0.1776 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.06 | 0.102 | 0.0183 | 0.1757 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.06 | 0.1241 | 0.0196 | 0.1759 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.06 | 0.3669 | 0.0193 | 0.1775 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.06 | 0.7131 | 0.0753 | 0.1776 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.06 | 0.7822 | 0.0393 | 0.1776 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.06 | 0.8989 | 0.1563 | 0.1855 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.06 | 0.9719 | 0.0577 | 0.1781 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.06 | 1.2871 | 0.0393 | 0.1788 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.06 | 1.8241 | 0.1865 | 0.1854 |