| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-10 (test) | NFDM | Bits/dim2.48 | 134 | 15d ago | |
| ImageNet 64x64 (test) | stNCE-s+DSM | Bits Per Sub-Pixel2.94 | 71 | 7d ago | |
| MNIST (test) | VAE | NLL (bits/dim)-3,408.16 | 69 | 7d ago | |
| ImageNet 32x32 (test) | RNODE + STEER | Bits per Sub-pixel2.35 | 69 | 15d ago | |
| Noisy torus distributions | NLL-3.178 | 56 | 20d ago | ||
| Banana-shaped distributions scenario Banana | NLL-0.549 | 56 | 20d ago | ||
| Gaussian mixture distributions pre-training family F GMDF+ | NLL0.632 | 56 | 20d ago | ||
| Gaussian mixture distributions pre-training family F GMDF | NLL1.515 | 56 | 20d ago | ||
| binarized MNIST 28x28 (test) | PIXELCNN | Test LogL81.3 | 44 | 3mo ago | |
| CIFAR-10 | VDM | bpd2.49 | 40 | 3mo ago | |
| Fashion (test) | STEER | NLL (bits/dim)2.803 | 27 | 3mo ago | |
| BSDS300 (test) | MAF-DDSF | NLL (nats)-157.73 | 25 | 3mo ago | |
| GAS d=8; N=1,052,065 (test) | TAN | Avg Test Log-Likelihood12.06 | 25 | 3mo ago | |
| LJ13 (test) | GrCNF | NLL-58.71 | 24 | 3mo ago | |
| KMNIST (test) | UHA | Log-likelihood-170.2 | 20 | 3mo ago | |
| Ocr-letters (test) | NADE | Avg Log-Likelihood (nats)-27.22 | 19 | 3mo ago | |
| UCI Parkinsons (test) | RNADE | Avg Test Log-Likelihood-0.9 | 18 | 3mo ago | |
| UCI White wine (test) | RNADE | Average Test Log-Likelihood-9.67 | 18 | 3mo ago | |
| UCI Red wine (test) | RNADE | Avg Test Log-Likelihood-8.76 | 18 | 3mo ago | |
| BSDS300 | OS-DRE (Matérn) | NLL52.38 | 16 | 1mo ago | |
| MINIBOONE | OS-DRE (IMQ) | NLL9.97 | 16 | 1mo ago | |
| HEPMASS | OS-DRE (RQ) | Negative Log-Likelihood (NLL)16.88 | 16 | 1mo ago | |
| GAS | NLL1.15 | 16 | 1mo ago | ||
| POWER | NLL0.03 | 16 | 1mo ago | ||
| ImageNet 64 | Combiner-Axial | Bits-per-dimension3.42 | 16 | 3mo ago |
