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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	3mo ago
CIFAR-100 PGD-10 (l_inf, 16/255) 1.0	RR	TPR-9522.2	16	3mo ago
CIFAR-100 PGD-10 (l_inf, 8/255) 1.0	RR	TPR-9538.81	16	3mo ago
CIFAR-100 1.0 (Clean)	RR	TPR-9570.14	16	3mo ago
InTheWild		Recall94	15	3mo ago
Salad-Data	Apriel Guard	Recall96	15	3mo ago
Gandalf		Recall1	15	3mo ago
CIFAR-100 Adversarial	Rel-U	BIM Detection Score98	14	3mo ago
Agentic AI workflow benchmark internal		Precision100	14	3mo ago
CIFAR-10 known attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM)99.94	12	3mo ago
NIPS M-Attack in-domain 17	Dense	Precision100	10	23d ago
CIFAR10 l2, epsilon=0.5 (test)		Kendall Tau Correlation0.8	10	3mo ago
MNIST L2PGD attack		Adversarial Coverage54.42	9	3mo ago
Balanced 500-sample non-adaptive	SpectralGuard (Multi-Layer)	Precision94	6	2mo ago
SVHN unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.85	6	3mo ago
SVHN known attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM)99.85	6	3mo ago
CIFAR-100 unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.86	6	3mo ago
CIFAR-10 unknown attack 1.0 (test)	Mahalanobis distance-based score	AUROC (FGSM seen)99.94	6	3mo ago
Medical FOA-Attack in-domain	Dense	Precision98.9	5	23d ago
Medical SSA-CWA in-domain	Dense	Precision100	5	23d ago
LLaVA FOA-Attack in-domain	SAEgis	Precision98	5	23d ago
LLaVA M-Attack in-domain	SAEgis	Precision98.8	5	23d ago
LLaVA SSA-CWA in-domain	Dense	Precision99	5	23d ago
NIPS FOA-Attack in-domain 17	Dense	Precision100	5	23d ago
NIPS SSA-CWA in-domain 17	Dense	Precision100	5	23d ago

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