| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-10 (test) | i-DODE | NLL (BPD)2.42 | 24 | 5mo ago | |
| MovieLens 10k (test) | NPwSA | Context Likelihood-0.349 | 14 | 5mo ago | |
| ImageNet32 downsampled (test) | i-DODE | BPD3.43 | 11 | 5mo ago | |
| CIFAR-10 original (test) | BPD2.65 | 10 | 5mo ago | ||
| CIFAR-10 uniformly dequantized (test) | sub-VP-ODE | Bits/Dim3.02 | 8 | 5mo ago | |
| MNIST | NCP-VAE | NLL78.1 | 7 | 5mo ago | |
| S&P 500 (d=98) | Neg Log-Likelihood (-ℓ̄)-46.6 | 4 | 2mo ago | ||
| Arxiv Scientific Papers (val) | MDLM + Gumbel Distillation | Perplexity16.85 | 4 | 4mo ago | |
| Pubmed Scientific Papers (val) | Block Diffusion + Gumbel Distillation | Perplexity19.78 | 4 | 4mo ago | |
| Lambada (val) | MDLM + Gumbel Distillation | Perplexity15.56 | 4 | 4mo ago | |
| PTB (val) | MDLM + Gumbel Distillation | Perplexity35.12 | 4 | 4mo ago | |
| SVCEV model parameters {mu_i} (test) | Normalizing Flow (NF) | Average Relative Error (Log-Likelihood)8.4 | 3 | 1mo ago | |
| SVCEV model at mu* | Normalizing Flow (NF) | Relative Error of Log-Likelihood0.04 | 3 | 1mo ago |
