| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR10 | Marksman | Attack Success Rate100 | 158 | 6d ago | |
| GTSRB | Marksman | Attack Success Rate100 | 142 | 6d ago | |
| MNIST (test) | WaveAttack | Classification Accuracy (C-Acc)99.89 | 88 | 6d ago | |
| FMNIST | Doorping | ASR100 | 75 | 1mo ago | |
| CIFAR-10 (test) | INACTIVE | Backdoor Accuracy93.01 | 54 | 2mo ago | |
| Misuse | DualEdit | ASRw81.63 | 48 | 1mo ago | |
| DAN (Do-Anything-Now) | DualEdit | ASRw88.07 | 48 | 1mo ago | |
| CST | Sentence Trigger | METEOR0.383 | 40 | 1mo ago | |
| CelebA | CAA | Backdoor Attack Rate (BA)77.7 | 37 | 2mo ago | |
| FaceForensics++ | SIG | BA98.94 | 35 | 3mo ago | |
| ImageNet-1K | Transfer-based Re-activation Attack (TA) | ASR (%)98.64 | 34 | 3mo ago | |
| DNA | DualEdit | ASRw82.59 | 30 | 1mo ago | |
| SVHN | InkDrop | Attack Success Rate100 | 27 | 2d ago | |
| ImageNet | SemBugger | ASR98 | 25 | 1mo ago | |
| CIFAR-10 | SemBugger | ASR97.19 | 25 | 1mo ago | |
| F-MNIST | SemBugger | ASR97.81 | 25 | 1mo ago | |
| MNIST | SemBugger | ASR97.47 | 25 | 1mo ago | |
| Caltech-101 | TrojViT | ASR100 | 22 | 14d ago | |
| STL10 | InkDrop | Attack Success Rate (ASR)100 | 21 | 2mo ago | |
| Fear Trigger Emotion (OOD) | GREAT | ASR (OOD)81.3 | 20 | 1d ago | |
| Fear Trigger Emotion (Generalization) | GREAT | ASR (Generalization)79.8 | 20 | 1d ago | |
| Fear Trigger Emotion (Standard) | Unknown Hit Rate (UHR)26.7 | 20 | 1d ago | ||
| PEMS03 | Mc20.17 | 20 | 3mo ago | ||
| Weather | TDBA-Inv | Mc26.91 | 20 | 3mo ago | |
| ImageNet 100 | LoRA-based attack | Attack Success Rate (ASR)100 | 19 | 14d ago |
