| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet BLIP-2 | Stochastic-MC | Detection Rate99 | 33 | 9d ago | |
| ImageNet BLIP | Stochastic-MC | Detection Rate97 | 24 | 9d ago | |
| ImageNet Img2Prompt | Stochastic-MC | Detection Rate92 | 23 | 9d ago | |
| CIFAR-10 Clean (test) | Rectified Rejection | TPR-9594.12 | 23 | 3mo ago | |
| AutoDAN | SALO | DSR100 | 18 | 28d ago | |
| GCG | PPL Filter | DSR100 | 18 | 28d ago | |
| Prefilling | SALO | DSR99.4 | 18 | 28d ago | |
| Direct Harmful Prompts | GradSafe | DSR100 | 18 | 28d ago | |
| AG News | WDR | F1 Score95.7 | 18 | 3mo ago | |
| PGD perturbations (val) | MMD-CC + SimCLRv2 | AUROC99.5 | 16 | 3mo ago | |
| ImageNet (val) | CADet | AUROC (PGD)94.88 | 14 | 3mo ago | |
| ImageNet MiniGPT-4 | CIDER | Detection Rate85 | 12 | 9d ago | |
| ImageNet UniDiffuser | MC | Detection Rate98 | 12 | 9d ago | |
| ImageNet UniDiffuser (test) | MC | Detection Rate96 | 12 | 9d ago | |
| TC2 | Cyc-Attack | Precision100 | 12 | 15d ago | |
| CICDDoS 2019 | FGSM | AUC-ROC99.28 | 12 | 2mo ago | |
| CICIDS 2017 | ACG | AUC-ROC99.8 | 12 | 2mo ago | |
| UNSW-NB15 | PGD | AUC-ROC99.96 | 12 | 2mo ago | |
| RTMR | FGWS | F1 Score78.9 | 12 | 3mo ago | |
| CIFAR-10 | GradID | FGSM Acc96.4 | 11 | 3mo ago | |
| MS COCO (test) | GradID | FGSM Detection Rate93.9 | 11 | 3mo ago | |
| LLaVA to Medical cross-domain | SAEgis | SSA-CWA Precision100 | 10 | 23d ago | |
| NIPS to Medical cross-domain 17 | SAEgis | Precision (SSA-CWA)98.9 | 10 | 23d ago | |
| ImageNet OpenFlamingo | JailGuard | Detection Rate87 | 9 | 9d ago | |
| ImageNet LLaVA | JailGuard | Detection Rate85 | 9 | 9d ago |
