| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| 8-model closed-set attribution task Ntest=500 per model (test) | SDS | Top-1 Accuracy100 | 27 | 27d ago | |
| Compositional Prompts (test) | Flux-Base Attribution Score0.977 | 13 | 3mo ago | ||
| GM-FFHQ to GM-CelebA-HQ | ManiFPT | Accuracy56.9 | 12 | 5mo ago | |
| GM-CelebA-HQ to GM-FFHQ | ManiFPT | Accuracy66.3 | 12 | 5mo ago | |
| GM-CelebA to CIFAR10 | ManiFPT | Accuracy63 | 12 | 5mo ago | |
| GM-CIFAR10 to GM-CelebA | ManiFPT | Accuracy67.7 | 12 | 5mo ago | |
| GM-FFHQ (test) | ManiFPT_FREQ | Accuracy66.1 | 12 | 5mo ago | |
| GM-CHQ (test) | ManiFPT_FREQ | Accuracy64.8 | 12 | 5mo ago | |
| GM-CelebA (test) | ManiFPT_SSL | Accuracy74.7 | 12 | 5mo ago | |
| GM-CIFAR10 (test) | ManiFPT_SL | Accuracy72.018 | 12 | 5mo ago | |
| GM-GenImage | Ours | Accuracy98.04 | 7 | 3mo ago | |
| Mini-ImageNet | DiffIG | DiffID0.4298 | 6 | 1mo ago | |
| Multi-source Attribution (mixed) | Ours | LlamaGen Score100 | 4 | 26d ago | |
| Stable Diffusion direct 2.1 (train) | DCB | TPR@5%FPR (NM/G)100 | 4 | 1mo ago | |
| Stable Diffusion direct 1.4 (train) | DCB | TPR@5%FPR (NM/G)99.9 | 4 | 1mo ago | |
| Section 5.2 corpus 6 AIs x 3 domains (sample-level leave-one-out) | Reference-anchored (patch_mean, ssim) | 6-way LOO Accuracy51.3 | 2 | 1mo ago |