| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Generation | Cats base model (test) | FID6.76 | 30 | |
| Multivariate Time-Series Anomaly Detection | CATS v2 | VUS-PR0.31 | 27 | |
| Time-Series Anomaly Detection | CATS v2 | VUS-ROC76 | 27 | |
| Time-Series Anomaly Detection | CATS v2 | AUC-ROC0.75 | 27 | |
| Time-Series Anomaly Detection | CATS v2 | Standard F144 | 27 | |
| Time-Series Anomaly Detection | CATS v2 | AUC-PR36 | 27 | |
| Table-to-Text Generation | CATS (dev) | COVERAGE81.48 | 18 | |
| Image reconstruction | Cats | PSNR46.6 | 17 | |
| Gaussian Deblur 12 | Cats | LPIPS0.25 | 14 | |
| Gaussian Deblur 3 | Cats | LPIPS0.11 | 14 | |
| Super Resolution 16x | Cats | LPIPS0.24 | 14 | |
| Super Resolution 4x | Cats | LPIPS0.08 | 14 | |
| Inpainting | Cats | LPIPS0.08 | 14 | |
| Image Super-resolution | Cats 512x512 (test val) | FID4.83 | 10 | |
| Table-to-Text Generation | CATS-S (test) | COVERAGE82.96 | 9 | |
| Table-to-Text Generation | CATS (test) | COVERAGE82.4 | 9 | |
| 3D-aware Image Synthesis | Cats (test) | FID4.83 | 9 | |
| Combinatorial Auction Winner Determination | CATS arbitrary | Gap0 | 8 | |
| Few-Shot Image Generation | Cats 10-shot | FID51.85 | 6 | |
| Image Generation | Cats 128 x 128 (test) | FID16.8 | 6 | |
| Image Synthesis | Cats (test) | FID16.96 | 6 | |
| Gaussian Deblur 9 | Cats | LPIPS0.23 | 5 | |
| Gaussian Deblur 6 | Cats | LPIPS0.2 | 5 | |
| Super Resolution 12x | Cats | LPIPS0.2 | 5 | |
| Super Resolution 8x | Cats | LPIPS0.16 | 5 |