| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Energy | P-Forcing | Discriminative Score0.553 | 99 | 1mo ago | |
| ETTh | Predictive Score0.22 | 69 | 2mo ago | ||
| Stocks | C-RNN-GAN | Discriminative Score0.399 | 29 | 4mo ago | |
| PEMS08 (Evening Peak) | UPLOTS (GPT2) | Context-FID0.0091 | 27 | 1mo ago | |
| PEMS08 (Morning Peak) | UPLOTS (GPT2) | Context-FID0.0137 | 27 | 1mo ago | |
| PEMS04 Evening Peak | UPLOTS (llama3) | Context-FID0.0064 | 27 | 1mo ago | |
| Energy (Evening Peak) | UPLOTS (llama3) | Context-FID0.0315 | 27 | 1mo ago | |
| PEMS08 | UPLOTS (GPT2) | Context-FID0.0261 | 27 | 1mo ago | |
| PEMS04 | UPLOTS (GPT2) | Context-FID0.0294 | 27 | 1mo ago | |
| MetroPT3 | Time-Transformer | Discriminative Score50 | 24 | 3mo ago | |
| Sine | AEQ-RVAE-ST | Discriminative Score0.021 | 24 | 3mo ago | |
| ETT | Time-Transformer | Discriminative Score50 | 24 | 3mo ago | |
| Electric Motor (EM) | Discriminative Score0.5 | 24 | 3mo ago | ||
| Sines | T-Forcing | Discriminative Score0.495 | 21 | 4mo ago | |
| ETT (Full Dataset) | UPLOTS (GPT2) | Context-FID0.0177 | 18 | 1mo ago | |
| PEMS04 MP | UPLOTS (llama3) | Context-FID0.0167 | 18 | 1mo ago | |
| ETTh MP | UPLOTS (llama3) | Context-FID0.0854 | 18 | 1mo ago | |
| Energy (Morning Peak) | UPLOTS (llama3) | Context-FID0.0323 | 18 | 1mo ago | |
| ETTh (Evening Peak) | UPLOTS (GPT2) | Context-FID0.0136 | 18 | 1mo ago | |
| Stocks, ETTh, Energy, and fMRI (test) | TimeVAE | Predictive Score0.612 | 16 | 1mo ago | |
| Symmetric Sticky simulated | DoppelGANger | Denv Score76.91 | 15 | 24d ago | |
| Noisy Cyclic simulated | DoppelGANger | Denv Metric0.9467 | 15 | 24d ago | |
| Gaussian Dataset | T-Forcing | Discriminative Score (Temporal, phi=0.2)0.5 | 12 | 1mo ago | |
| PU (test) | R-GAN | Predictive Score17.74 | 12 | 4mo ago | |
| Air (test) | Wave GAN | Predictive Score0.6428 | 12 | 4mo ago |
