| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR10 (test) | Fine Pruning | ASR0 | 322 | 1mo ago | |
| GTSRB (test) | ABL | ASR0 | 127 | 1mo ago | |
| AgNews | MuScleLoRA | Attack Success Rate2.03 | 105 | 1mo ago | |
| Tiny ImageNet | Accuracy60.63 | 102 | 1mo ago | ||
| CIFAR-10 | Attack Success Rate6,010 | 78 | 1mo ago | ||
| Average of four datasets (test) | Accuracy93.24 | 76 | 5d ago | ||
| SST-2 | CACC91.71 | 65 | 1mo ago | ||
| CIFAR-10 | DARE | Clean Accuracy99.9 | 64 | 4d ago | |
| CIFAR10 (train) | ANP | ASR0.31 | 63 | 1mo ago | |
| CIFAR-10 (test) | Clean Accuracy93.22 | 58 | 11d ago | ||
| CR | LoRA | Clean Accuracy (CA)94.32 | 54 | 1mo ago | |
| Tiny-ImageNet (test) | Accuracy100 | 47 | 1mo ago | ||
| MNLI (test) | DARE | Clean Accuracy91.8 | 44 | 4d ago | |
| ImageNet-12 (test) | ASR100 | 40 | 1mo ago | ||
| CIFAR-10 Blended v1 (test) | Clean Accuracy94.6 | 34 | 1mo ago | ||
| AndroZoo 33% (test) | FST | C-Acc98.68 | 28 | 1mo ago | |
| EMBER default (test) | FST | Clean Accuracy99.9 | 28 | 1mo ago | |
| Short Prompt Dataset | PEPPER | ASR (CLIP)100 | 27 | 1mo ago | |
| GTSRB 1% poison rate (test) | Clean Accuracy98 | 27 | 1mo ago | ||
| Code Injection (test) | BD-VAX | ASR2.01 | 22 | 1mo ago | |
| GTSRB BadNets (test) | Attack Success Rate100 | 22 | 1mo ago | ||
| GTSRB Random-regular topology (test) | MAB(TOPY AWARE) | Accuracy (ACC)85.97 | 21 | 29d ago | |
| GTSRB Scale-free topology (test) | MAB(TOPY AWARE) | Accuracy (Clean)85.03 | 21 | 29d ago | |
| GTSRB | ShrinkPad | PA91.73 | 21 | 1mo ago | |
| CIFAR-10 1.0 (test) | BadNet C-Acc94.04 | 20 | 1mo ago |