| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CtrSVDD | MARS | ASR98.8 | 240 | 2d ago | |
| ModelNet40 | Ours | ASR0.991 | 108 | 14d ago | |
| ImageNet (val) | SIA+SGM | Attack Success Rate56.67 | 21 | 2mo ago | |
| CIFAR-10 | CAC | ASR100 | 15 | 2mo ago | |
| ImageNet (test) | MI | Success Rate (Res34)100 | 13 | 3mo ago | |
| CIFAR-10 (test) | CAC | Success Rate100 | 11 | 2mo ago | |
| Gemini 2.5-Pro | M-Attack-V2 | KMRa0.87 | 9 | 3mo ago | |
| Claude thinking 4.0 | AttackVLM | KMR (a)0.02 | 9 | 3mo ago | |
| GPT-5 | M-Attack-V2 | KMRa92 | 9 | 3mo ago | |
| Microsoft Azure example model (test) | Boundary | ASR99.32 | 9 | 3mo ago | |
| ImageNet | NCF | Top-1 Accuracy (JPEG)62.6 | 7 | 3mo ago | |
| LLaVA 1.5 | M-Attack-V2 | KMR (a)0.96 | 6 | 3mo ago | |
| Qwen VL 2.5 | M-Attack-V2 | KMR (a)87 | 6 | 3mo ago | |
| IncRes Target v2 | TGR | Attack Success Rate0.676 | 6 | 3mo ago | |
| MNIST (test) | ZoVH | Iterations403 | 5 | 2d ago | |
| ImageNet (subset) | CAC | ASR100 | 3 | 2mo ago | |
| Inc-v3_ens4 Target | VMI | Attack Success Rate33.4 | 3 | 3mo ago | |
| Inc-v3 Target | TGR | Attack Success Rate75.5 | 3 | 3mo ago |
