Time-series Generation on PEMS04 Morning Peak
0.0146Context-FIDUPLOTS (llama3)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.06 | 0.0146 | 0.016 | 0.1775 | |
| UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.06 | 0.0161 | 0.0181 | 0.1775 | |
| Diffusion-TS-ICLR2024Data Type=Single Data2026.06 | 0.0275 | 0.0193 | 0.1778 | |
| DiffTime-NIPS2023Data Type=Single Data2026.06 | 0.0418 | 0.0199 | 0.1784 | |
| Diffwave-ICLR2021Data Type=Single Data2026.06 | 0.0874 | 0.0236 | 0.1768 | |
| TimeGAN-NIPS2019Data Type=Single Data2026.06 | 0.0959 | 0.0188 | 0.1768 | |
| TimeDP-AAAI2025Data Type=Multi Data2026.06 | 0.1271 | 0.0228 | 0.1777 | |
| UPLOTS (Empty)Data Type=Multi Data2026.06 | 0.3285 | 0.1233 | 0.1865 | |
| TimeVAE-Arxiv2022Data Type=Single Data2026.06 | 0.4751 | 0.0188 | 0.1782 |