Adversarial Attack Transferability

Benchmarks

Dataset Name	SOTA Method	Metric
LLM Cascades Evaluation Set Open-Source Models		Accuracy91.5	144	15d ago
CIFAR-100	DASH	Average ASR99.77	138	15d ago
ImageNet (test)	AITL+SGM	VGG16 Accuracy78.87	93	2mo ago
ImageNet	BSR+SGM	Transfer Success Rate (Target: VGG16)97.98	93	2mo ago
ImageNet 1k (val)	AITL+SGM	ASR (VGG16)86.93	93	2mo ago
ImageNet-Compatible	DI	Transferability on ViT100	29	1mo ago
ImageNet-Compatible (test)	RaPA	RN1851.3	22	1mo ago
ImageNet Target: IncRes 5000 images (val)	RFA+SGM	Attack Success Rate75.4	15	2mo ago
ImageNet Target IncV4 5000 images (val)	RFA+SGM	Attack Success Rate75.05	15	2mo ago
ImageNet Target: Visformer-S 5000 images (val)	RFA+SGM	Attack Success Rate73.28	15	2mo ago
ImageNet Target: TNT-S 5000 images (val)	RFA+SGM	Attack Success Rate76.16	15	2mo ago
ImageNet Target: ConViT-B 5000 images (val)	RFA+SGM	Attack Success Rate (ASR)51.37	15	2mo ago
ImageNet Target: SE154 5000 images (val)	RFA+SGM	Attack Success Rate (%)83.47	15	2mo ago
ImageNet Target: DN201 5000 images (val)	RFA+SGM	Attack Success Rate96.5	15	2mo ago
ImageNet Target: RN152 5000 images (val)	PGD+SGM	Attack Success Rate99.98	15	2mo ago
ImageNet Target: VGG19 5000 images (val)	RFA+SGM	Attack Success Rate93.99	15	2mo ago
ImageNet Target: VGG16 5000 images (val)	SIA+SGM	Attack Success Rate95.93	15	2mo ago
API-based Language Model Cascade Evaluation Set		Cascade Accuracy94	14	15d ago
FGVC Aircraft		Accuracy Difference/Score92.07	13	2mo ago
Stanford Cars		Accuracy93.56	13	2mo ago
CUB-200 2011		Accuracy86.91	13	2mo ago

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