| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Copy Detection | SD 1.5 (test) | Average Similarity0.831 | 28 | |
| Forecasting | SD | WAPE0.1225 | 24 | |
| Tool selection | SD Single-domain | Accuracy94.04 | 20 | |
| Immunization against image editing | SD14 to SD3 Cross-model transfer | PSNR21.98 | 16 | |
| Time Series Forecasting | SD Horizon 3 | MAE14.85 | 15 | |
| Instance Erasure | SD concept prompts and COCO-30k v1.4 (test) | Snoopy CS74.43 | 15 | |
| Multi-step forecasting | SD | MSE0.6714 | 14 | |
| One-step forecasting | SD | MSE0.3561 | 14 | |
| AI-generated image detection | SDXL | Accuracy98.6 | 12 | |
| AI-generated image detection | SD v1.5 | Accuracy97.5 | 12 | |
| AI-generated image detection | SD v1.4 | Accuracy97.4 | 12 | |
| Multivariate Time Series Forecasting | SD LargeST (BasicTS+) | WAPE12.25 | 12 | |
| Fake Image Detection | SD 3.5 | Accuracy99.96 | 12 | |
| Image Watermark Evaluation | SD Lossless v1.4 | Quality Accuracy93.2 | 12 | |
| Image Watermark Evaluation | SD Tree-Ring v1.4 | Quality Accuracy89 | 12 | |
| Image Watermark Evaluation | SD RingID v1.4 | Quality Accuracy79.2 | 12 | |
| Image Watermark Evaluation | SD SS v1.4 | PLCC0.368 | 12 | |
| Image Watermark Evaluation | SD VINE v1.4 | PLCC0.978 | 12 | |
| Image Watermark Evaluation | SD RW v1.4 | PLCC0.849 | 12 | |
| Image Watermark Evaluation | SD HiDDeN v1.4 | PLCC0.656 | 12 | |
| Image Watermark Evaluation | SD RivaGAN v1.4 | PLCC0.81 | 12 | |
| Image Watermark Evaluation | SD DwtDct v1.4 | PLCC0.951 | 12 | |
| One-Class Classification | SD200 (30 heldout classes) | mAUC0.792 | 12 | |
| Traffic Forecasting | SD | MAE (H=3)14.53 | 11 | |
| Prompt Refinement | SD 1.4 (In-distribution) | ImageReward (Anime)0.346 | 10 |