Time-series Generation on ETTh (Evening Peak)
0.0136Context-FIDUPLOTS (GPT2)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (GPT2)Data Type=Multi Data, Backbone=GPT-22026.06 | 0.0136 | 0.0099 | 0.1309 | |
| UPLOTS (llama3)Data Type=Multi Data, Backbone=LLaMA 3.2-1B2026.06 | 0.0145 | 0.0103 | 0.131 | |
| Diffusion-TS-ICLR2024Data Type=Single Data2026.06 | 0.0153 | 0.0122 | 0.1309 | |
| DiffTime-NIPS2023Data Type=Single Data2026.06 | 0.0652 | 0.014 | 0.131 | |
| UPLOTS (GPT2)Data Type=Multi Data, Generation Length=962026.06 | 0.0896 | 0.0111 | 0.1303 | |
| UPLOTS (llama3)Data Type=Multi Data, Generation Length=962026.06 | 0.09 | 0.0114 | 0.1304 | |
| TimeDP-AAAI2025Data Type=Multi Data2026.06 | 0.0951 | 0.03 | 0.131 | |
| Diffwave-ICLR2021Data Type=Single Data2026.06 | 0.1081 | 0.0161 | 0.131 | |
| TimeGAN-NIPS2019Data Type=Single Data2026.06 | 0.1365 | 0.0151 | 0.1309 | |
| DiffTime-NIPS2023Data Type=Single Data, Generation Length=962026.06 | 0.156 | 0.0136 | 0.1304 | |
| Diffwave-ICLR2021Data Type=Single Data, Generation Length=962026.06 | 0.1642 | 0.0168 | 0.1304 | |
| UPLOTS (Empty)Data Type=Multi Data2026.06 | 0.1997 | 0.095 | 0.1316 | |
| TimeVAE-Arxiv2022Data Type=Single Data2026.06 | 0.2634 | 0.0135 | 0.1309 | |
| TimeDP-AAAI2025Data Type=Multi Data, Generation Length=962026.06 | 0.2665 | 0.0512 | 0.1309 | |
| Diffusion-TS-ICLR2024Data Type=Single Data, Generation Length=962026.06 | 0.3479 | 0.0698 | 0.1317 | |
| UPLOTS (Empty)Data Type=Multi Data, Generation Length=962026.06 | 0.3537 | 0.103 | 0.131 | |
| TimeVAE-Arxiv2022Data Type=Single Data, Generation Length=962026.06 | 0.7119 | 0.0154 | 0.1303 | |
| TimeGAN-NIPS2019Data Type=Single Data, Generation Length=962026.06 | 2.5919 | 0.2331 | 0.1348 |