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Adversarial Attack Detection

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-100 PGD-10 (l_2, 128/255) 1.0	RR	TPR-950.4826	16	1mo ago
CIFAR-100 PGD-10 (l_inf, 16/255) 1.0	RR	TPR-9522.2	16	1mo ago
CIFAR-100 PGD-10 (l_inf, 8/255) 1.0	RR	TPR-9538.81	16	1mo ago
CIFAR-100 1.0 (Clean)	RR	TPR-9570.14	16	1mo ago
InTheWild		Recall94	15	1mo ago
Salad-Data	Apriel Guard	Recall96	15	1mo ago
Gandalf		Recall1	15	1mo ago
CIFAR-100 Adversarial	Rel-U	BIM Detection Score98	14	1mo ago
Agentic AI workflow benchmark internal		Precision100	14	1mo ago
CIFAR-10 known attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM)99.94	12	1mo ago
CIFAR10 l2, epsilon=0.5 (test)		Kendall Tau Correlation0.8	10	1mo ago
MNIST L2PGD attack		Adversarial Coverage54.42	9	1mo ago
Balanced 500-sample non-adaptive	SpectralGuard (Multi-Layer)	Precision94	6	1mo ago
SVHN unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.85	6	1mo ago
SVHN known attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM)99.85	6	1mo ago
CIFAR-100 unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.86	6	1mo ago
CIFAR-10 unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.94	6	1mo ago
CARLA generated dataset (test)	AD2	Accuracy100	5	1mo ago
ImageNet100	EPSAD	Robustness (BIM)99.98	5	1mo ago
Face dataset AMT-GAN attack	Perturbation Forgery	AUROC0.9216	5	1mo ago
Face dataset Adv-Makeup attack	Perturbation Forgery	AUROC0.9762	5	1mo ago
Face dataset Adv-Mask attack	Perturbation Forgery	AUROC99.99	5	1mo ago
Face dataset Adv-Glasses attack	Perturbation Forgery	AUROC99.99	5	1mo ago
Face dataset Adv-Sticker attack	Perturbation Forgery	AUROC0.9999	5	1mo ago
Face dataset TIPIM attack	Perturbation Forgery	AUROC0.9885	5	1mo ago

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