| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Inpainting | SD Inpainting 2.0 (cross-version transfer) | IR0.229 | 42 | |
| Image Inpainting | SD Inpainting 1.5 | IR Score0.129 | 42 | |
| Artistic Style Erasure | SD Other Class artistic styles 1.4 (test) | Preservation Drop-1.4 | 36 | |
| Artistic Style Erasure | SD Target Class artistic styles 1.4 (test) | Erased Accuracy86 | 36 | |
| AI-generated image detection | SD v1.5 | Accuracy99.37 | 36 | |
| Image Copy Detection | SD 1.5 (test) | Average Similarity0.831 | 28 | |
| Polarized Community Discovery | SD | POL81.8 | 26 | |
| AI-generated image detection | SD v1.4 | Accuracy97.4 | 24 | |
| Forecasting | SD | WAPE0.1225 | 24 | |
| Tool selection | SD Single-domain | Accuracy94.04 | 20 | |
| Flexible Job Shop Scheduling | SD2 20 × 10 | Optimality Gap13.21 | 17 | |
| Flexible Job Shop Scheduling | SD2 30 x 10 | Objective Value692.26 | 17 | |
| Flexible Job Shop Scheduling | SD1 40 x 10 | Objective Value365.96 | 17 | |
| 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 | |
| Watermarking | SD v2.1 | TPR @ 10^-6 FPR100 | 14 | |
| Watermarking | SD v2.0 | TPR @ 10^-6 FPR100 | 14 | |
| Watermarking | SD v1.4 | TPR @ 10^-6 FPR100 | 14 | |
| Multi-step forecasting | SD | MSE0.6714 | 14 | |
| One-step forecasting | SD | MSE0.3561 | 14 | |
| Anomaly Detection | SD Dataset | Precision98.77 | 12 | |
| AI-generated image detection | SD 1.4 | AUC99.99 | 12 | |
| AI-generated image detection | SDXL | Accuracy98.6 | 12 | |
| Multivariate Time Series Forecasting | SD LargeST (BasicTS+) | WAPE12.25 | 12 |