Time-series Generation on Energy (Morning Peak)
0.0323Context-FIDUPLOTS (llama3)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.06 | 0.0323 | 0.0071 | 0.2037 | |
| UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.06 | 0.0348 | 0.0077 | 0.2037 | |
| DiffTime-NIPS2023Data Type=Single Data2026.06 | 0.0439 | 0.0172 | 0.2038 | |
| Diffusion-TS-ICLR2024Data Type=Single Data2026.06 | 0.0462 | 0.0115 | 0.2037 | |
| TimeDP-AAAI2025Data Type=Multi Data2026.06 | 0.084 | 0.0319 | 0.2038 | |
| Diffwave-ICLR2021Data Type=Single Data2026.06 | 0.1125 | 0.0194 | 0.2039 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.06 | 0.1432 | 0.0105 | 0.2031 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.06 | 0.1443 | 0.0106 | 0.203 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.06 | 0.1452 | 0.0438 | 0.2033 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.06 | 0.1475 | 0.0126 | 0.203 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.06 | 0.1512 | 0.0154 | 0.2031 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.06 | 0.1962 | 0.0599 | 0.2032 | |
| TimeGAN-NIPS2019Data Type=Single Data2026.06 | 0.2831 | 0.0112 | 0.2037 | |
| UPLOTS (Empty)Data Type=Multi Data2026.06 | 0.2908 | 0.0889 | 0.2132 | |
| TimeVAE-Arxiv2022Data Type=Single Data2026.06 | 0.3925 | 0.0223 | 0.2039 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.06 | 0.4295 | 0.1021 | 0.2138 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.06 | 0.7662 | 0.0328 | 0.2033 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.06 | 1.4668 | 0.0437 | 0.2131 |