Robustness Evaluation

Benchmarks

Dataset Name	SOTA Method	Metric
SI-Score size synthetic	RobustViT	R@166.5	31	4d ago
SI-Score rotation synthetic	RobustViT	R@158	31	4d ago
SI-Score location synthetic	RobustViT	R@148.3	31	4d ago
MultiRLVR	Master-RM	FPR (%)0.02	20	4d ago
MATH	AdvJudge-Zero	FPR (%)0	20	4d ago
GSM8K	Master-RM	FPR (%)0	20	4d ago
AIME	Master-RM	FPR0	20	4d ago
SA-1b photos	CIN	Identity Bit Accuracy100	9	4d ago
Meta AI images	CIN	Identity Bit Acc100	9	4d ago
LLMBar	Qwen3-30B-A3B-Thinking-2507	Accuracy83.07	8	4d ago
BiasBench		Accuracy82.5	8	4d ago
Lexical Variation (abbr.)	Mamba	Jensen-Shannon Divergence0.0476	8	4d ago
CIFAR-100-C	Deep ens. (LPBN)	mCE43.15	8	4d ago
CartPole A=9.5 (test)	+DR	Average Reward231.8	6	4d ago
CartPole A=9.0 (test)	+ESN-OA-PT	Average Reward830.9	6	4d ago
CartPole A=8.5 (test)	+ESN-OA-PT	Average Reward810.1	6	4d ago
CartPole A=8.0 (test)	+ESN-OA-PT	Average Reward1,000	6	4d ago
ImageNet Robustness Variants (IN-A, IN-R, IN-Sketch, IN-C) (test)	SiameseIM	IN-A Top-1 Acc43.8	5	4d ago
SA-V	Video Seal	Identity Bit Accuracy100	4	4d ago
MovieGen	Video Seal	Identity Bit Acc100	4	4d ago
Stress Tests	SAT	Quantity Stress Score58.1	4	4d ago
Lexical Variation typos	Mamba	Jensen-Shannon Divergence0.0761	4	4d ago
Lexical Variation synonym	Mamba	Jensen-Shannon Divergence0.013	4	4d ago
Lexical Variation spelling	Mamba	Jensen-Shannon Divergence0.0054	4	4d ago
Lexical Variation (punctuation)	LLaMA	Jensen-Shannon Divergence0.174	4	4d ago

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