Time-series generation on ETT (Full Dataset)
0.0177Context-FIDUPLOTS (GPT2)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UPLOTS (GPT2)Type=Multi2026.06 | 0.0177 | 0.0121 | 0.151 | |
| UPLOTS (llama3)Type=Multi2026.06 | 0.0181 | 0.0116 | 0.151 | |
| Diffusion-TSType=Single2026.06 | 0.0207 | 0.0168 | 0.1511 | |
| UPLOTS (llama3)Type=Multi, Generation length=962026.06 | 0.0387 | 0.0124 | 0.151 | |
| UPLOTS (GPT2)Type=Multi, Generation length=962026.06 | 0.0394 | 0.0125 | 0.151 | |
| DiffTimeType=Single2026.06 | 0.0576 | 0.0131 | 0.1513 | |
| DiffwaveType=Single2026.06 | 0.0751 | 0.0146 | 0.1515 | |
| TimeGANType=Single2026.06 | 0.1392 | 0.0241 | 0.1513 | |
| DiffTimeType=Single, Generation length=962026.06 | 0.1855 | 0.0133 | 0.1513 | |
| DiffwaveType=Single, Generation length=962026.06 | 0.1963 | 0.0156 | 0.1512 | |
| Diffusion-TSType=Single, Generation length=962026.06 | 0.2285 | 0.067 | 0.1511 | |
| TimeDPType=Multi, Generation length=962026.06 | 0.2325 | 0.0596 | 0.1512 | |
| TimeDPType=Multi2026.06 | 0.2559 | 0.0522 | 0.1511 | |
| TimeVAEType=Single2026.06 | 0.6979 | 0.0273 | 0.1519 | |
| TimeVAEType=Single, Generation length=962026.06 | 0.9294 | 0.0133 | 0.1511 | |
| UPLOTS (Empty)Type=Multi2026.06 | 0.9351 | 0.1007 | 0.1576 | |
| UPLOTS (Empty)Type=Multi, Generation length=962026.06 | 0.9351 | 0.1445 | 0.1567 | |
| TimeGANType=Single, Generation length=962026.06 | 2.4917 | 0.0129 | 0.1513 |