| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ModelNet40 | ASR (%)99.8 | 21 | 1mo ago | ||
| CIFAR-10 (test) | Wang et al. (2022) + SSNI-L | Standard Accuracy93.62 | 6 | 1mo ago | |
| ImageNet | CutMix + MoEx | Accuracy41 | 5 | 1mo ago | |
| MAD-C (New) | Meta-AT | DSR73 | 4 | 19d ago | |
| MAD-C (Learned) | Meta-AT | Defense Success Rate (DSR)90.7 | 4 | 19d ago | |
| MAD-M (New) | Meta-AT | DSR79.6 | 4 | 19d ago | |
| MAD-M (Learned) | Meta-AT | DSR101.4 | 4 | 19d ago | |
| TOM-SB | Base Prompt | Fooling % (Hard)11.5 | 3 | 4d ago | |
| MNIST (mini-batch) | PuVAE | Time (s)0.11 | 2 | 1mo ago |