| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-10 Clean (test) | Rectified Rejection | TPR-9594.12 | 23 | 3d ago | |
| AG News | WDR | F1 Score95.7 | 18 | 4d ago | |
| PGD perturbations (val) | MMD-CC + SimCLRv2 | AUROC99.5 | 16 | 4d ago | |
| ImageNet (val) | CADet | AUROC (PGD)94.88 | 14 | 4d ago | |
| RTMR | FGWS | F1 Score78.9 | 12 | 4d ago | |
| CIFAR-10 | GradID | FGSM Acc96.4 | 11 | 4d ago | |
| MS COCO (test) | GradID | FGSM Detection Rate93.9 | 11 | 4d ago | |
| out-of-loop evaluation dataset (test) | M0 Score82.12 | 9 | 4d ago | ||
| CIFAR-10 PGD-10, l2, ε=128/255 (test) | RR | TPR-9572 | 8 | 3d ago | |
| CIFAR-10 PGD-10, l∞, ε=16/255 (test) | SNet | TPR-9537.63 | 8 | 3d ago | |
| CIFAR-10 PGD-10, l∞, ε=8/255 (test) | RR | TPR-9561.48 | 8 | 3d ago | |
| NI | ILID | Online FAR0.7 | 7 | 4d ago | |
| Consumption | ILID (on TimesFM) | Online FAR0 | 5 | 4d ago | |
| ImageNet MIFGSM attack (test) | Perturbation Forgery | AUROC99.31 | 5 | 4d ago | |
| NI dataset | ILID | FRR (Offline)1 | 4 | 4d ago | |
| ETTh2 | ILID | Offline FRR1.4 | 4 | 4d ago | |
| Qbert Gym Atari (test) | LR | FGSM0.8 | 2 | 4d ago | |
| Squest Gym Atari (test) | EPS-AD | FGSM Robustness87 | 2 | 4d ago | |
| Pong Gym Atari (test) | EPS-AD | FGSM83 | 2 | 4d ago |
