Robustness Evaluation

Benchmarks

Dataset Name	SOTA Method	Metric
SI-Score size synthetic	RobustViT	R@166.5	31	3mo ago
SI-Score rotation synthetic	RobustViT	R@158	31	3mo ago
SI-Score location synthetic	RobustViT	R@148.3	31	3mo ago
MultiRLVR	Master-RM	FPR (%)0.02	20	3mo ago
MATH	AdvJudge-Zero	FPR (%)0	20	3mo ago
GSM8K	Master-RM	FPR (%)0	20	3mo ago
AIME	Master-RM	FPR0	20	3mo ago
HellaSwag SAGE-generated	GPT-4o	Overall Accuracy (OA)74.17	12	21d ago
SA-1b photos	CIN	Identity Bit Accuracy100	9	3mo ago
Meta AI images	CIN	Identity Bit Acc100	9	3mo ago
Perturbation Dataset	L4L	Change Accuracy62.56	8	2mo ago
LLMBar	Qwen3-30B-A3B-Thinking-2507	Accuracy83.07	8	3mo ago
BiasBench		Accuracy82.5	8	3mo ago
Lexical Variation (abbr.)	Mamba	Jensen-Shannon Divergence0.0476	8	3mo ago
CIFAR-100-C	Deep ens. (LPBN)	mCE43.15	8	3mo ago
VizWiz	Latent Denoising	Accuracy70.9	6	1mo ago
RWQA	Latent Denoising	Accuracy72.9	6	1mo ago
NaturalBench	Latent Denoising	GACC33.5	6	1mo ago
CartPole A=9.5 (test)	+DR	Average Reward231.8	6	3mo ago
CartPole A=9.0 (test)	+ESN-OA-PT	Average Reward830.9	6	3mo ago
CartPole A=8.5 (test)	+ESN-OA-PT	Average Reward810.1	6	3mo ago
CartPole A=8.0 (test)	+ESN-OA-PT	Average Reward1,000	6	3mo ago
OmniEarth	SkyNative	ICA50	5	15d ago
ImageNet Robustness Variants (IN-A, IN-R, IN-Sketch, IN-C) (test)	SiameseIM	IN-A Top-1 Acc43.8	5	3mo ago
CommonsenseQA	DeepSeek-R1-Distill-LLaMA-8B	VAcc79.07	4	1mo ago

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