| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| OpenWebText | IMDM | Generation Perplexity (Gen.PPL)24.11 | 42 | 2mo ago | |
| OWT | DID | Perplexity (PPL)19.99 | 24 | 4mo ago | |
| MS-COCO 512x512 (val) | DyWeight | FID11.54 | 24 | 4mo ago | |
| MNIST | MoEMA | FID0.004 | 19 | 17d ago | |
| Pile | A3-8B | Perplexity11.2 | 18 | 5mo ago | |
| ETTh1 | PaCoDi SDE | WAPE15.2 | 13 | 5mo ago | |
| PTB | DUO-DCD | Perplexity41.2 | 12 | 2mo ago | |
| Wikitext103 | MCDLM-PPLOptimized | Perplexity26.9 | 12 | 2mo ago | |
| Lambada | DUO-DCD | Perplexity21.6 | 12 | 2mo ago | |
| OpenWebText | MCDLM-PPLOptimized | Perplexity27.9 | 12 | 2mo ago | |
| CIFAR-10 | CFM + learned η | FID3.68 | 11 | 17d ago | |
| MTG-Jamendo (test) | LATENTFT-MLP | FAD Score0.337 | 9 | 3mo ago | |
| new 128 | OTCS | MMD41.7 | 8 | 1mo ago | |
| Controllable generation dataset New condition 1.0 | Ctrl-X | Self-similarity0.135 | 8 | 5mo ago | |
| Controllable generation dataset ControlNet-supported 1.0 | Ctrl-X | Self-sim0.134 | 8 | 5mo ago | |
| GTZAN (test) | LATENTFT-MLP | FAD0.844 | 7 | 3mo ago | |
| Maestro (test) | LATENTFT-MLP | FAD0.667 | 7 | 3mo ago | |
| Air Quality | GPT-4o-mini | WAPE0.759 | 7 | 5mo ago | |
| Exchange | PaCoDi DDPM | WAPE25.1 | 7 | 5mo ago | |
| ECL | PaCoDi SDE | WAPE0.131 | 7 | 5mo ago | |
| ETTm1 | PaCoDi DDPM | WAPE0.197 | 7 | 5mo ago | |
| ImageNet 1K (val) | GOLDDIFF | MSE0.022 | 6 | 5mo ago | |
| PCx (held-out) | count-FM | Mean RMSE1.082 | 5 | 2mo ago | |
| hc-3 linear-track session | RMSEµ0.026 | 5 | 2mo ago | ||
| Synthetic Copula | GMRF MCVAE | Wasserstein Distance (Dim1)0.0026 | 5 | 3mo ago |