Targeted Attack

Benchmarks

Dataset Name	SOTA Method	Metric
IITD (test)	CAAPc	ASR99.65	56	1mo ago
Tongji (test)	AdvLogo	ASR100	56	1mo ago
InjecAgent		ASR@348	55	1mo ago
ImageNet (test)	ARS-OPT-S	Mean L2 Distortion (2K Budget)34.77	38	3mo ago
3D Face Dataset	Phase Shifting attack	ASR (%)62	25	3mo ago
Synthetic Finance	ALDEN	LC1,080	18	14d ago
Enron Email	ALDEN	LC1,492	18	14d ago
HealthcareMagic-101	ALDEN	LC1,284	18	14d ago
ViDoRe AI V1	White-box (MO-PGD)	ASR-R@1 (mean)100	18	2mo ago
Gemini 1.5-pro 2.5-flash (test)	FRA-Attack	ASR67.4	16	12d ago
CIFAR10-C (test)	TeBN	ASR (%)84.04	14	3mo ago
ImageNet-C	TeBN	ASR97.78	14	3mo ago
CIFAR100-C	TeBN	ASR0.9178	14	3mo ago
CIFAR10-C	TeBN	ASR83.91	14	3mo ago
ImageNet-Compatible 10-Targets (all-source)	S4ST-TMI	CNX Robustness96	13	1mo ago
Gemini-3-flash closed-source standard MLLMs	FRA-Attack	Attack Success Rate (ASR)4	8	12d ago
Claude-Sonnet closed-source standard MLLMs 4.6	FRA-Attack	ASR12.1	8	12d ago
Claude-Opus closed-source standard MLLMs 4.6	FRA-Attack	ASR12.1	8	12d ago
GPT closed-source standard MLLMs 5.4	FRA-Attack	ASR3.8	8	12d ago
GPT closed-source standard MLLMs 5.2	FRA-Attack	ASR3.3	8	12d ago
Gemini-1.5 3-flash (test)	FRA-Attack	ASR50.8	8	12d ago
Claude-3-Sonnet 4.6 (test)	FRA-Attack	ASR72.9	8	12d ago
Claude-3-Opus 4.6 (test)	FRA-Attack	ASR76.8	8	12d ago
GPT-4V 5.4 (test)	FRA-Attack	Attack Success Rate (ASR)44.5	8	12d ago
GPT-4o 5.2 (test)	FRA-Attack	Attack Success Rate (ASR)46.9	8	12d ago

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