Time-series Generation on PEMS08 (Morning Peak)
0.0137Context-FIDUPLOTS (GPT2)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.06 | 0.0137 | 0.0129 | 0.1786 | |
| UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.06 | 0.0141 | 0.0121 | 0.1786 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=482026.06 | 0.0152 | 0.0113 | 0.1782 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=482026.06 | 0.0177 | 0.0111 | 0.1782 | |
| Diffusion-TS-ICLR2024Data Type=Single Data2026.06 | 0.0252 | 0.0131 | 0.1786 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=482026.06 | 0.0389 | 0.0229 | 0.1788 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.06 | 0.0436 | 0.0136 | 0.1783 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.06 | 0.0446 | 0.0131 | 0.1783 | |
| DiffTime-NIPS2023Data Type=Single Data2026.06 | 0.07 | 0.0233 | 0.1785 | |
| TimeGAN-NIPS2019Data Type=Single Data2026.06 | 0.0741 | 0.0126 | 0.1783 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=482026.06 | 0.0741 | 0.0191 | 0.1785 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=482026.06 | 0.0845 | 0.0214 | 0.1788 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.06 | 0.0942 | 0.0139 | 0.1786 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.06 | 0.101 | 0.0327 | 0.1797 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.06 | 0.1025 | 0.0175 | 0.1786 | |
| TimeDP-AAAI2025Data Type=Multi Data2026.06 | 0.1176 | 0.0231 | 0.1786 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=482026.06 | 0.2694 | 0.0177 | 0.1784 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=482026.06 | 0.3113 | 0.0319 | 0.18 | |
| UPLOTS (Empty)Data Type=Multi Data2026.06 | 0.3276 | 0.0919 | 0.1873 | |
| TimeVAE-Arxiv2022Data Type=Single Data2026.06 | 0.3768 | 0.0154 | 0.1785 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.06 | 0.5049 | 0.0264 | 0.1789 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=482026.06 | 0.7115 | 0.1749 | 0.1874 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=482026.06 | 0.8289 | 0.0289 | 0.1783 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.06 | 0.8939 | 0.0346 | 0.1786 | |
| Diffwave-ICLR2021Data Type=Single Data2026.06 | 0.8951 | 0.0249 | 0.1784 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.06 | 1.2804 | 0.1646 | 0.1878 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.06 | 1.9413 | 0.0457 | 0.1802 |