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Papers Benchmarks Datasets Tasks

Adversarial Robustness research benchmarks – Page 4 · SOTA2 Research

Adversarial Robustness

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet (test)

0Clean ASR

4

Feb 27, 2026

CIFAR-10 epsilon=0.05 (test)

46.2ILA

4

Feb 27, 2026

RAMRM-PureMaskDiT

41.15Robust Accuracy (L1, eps=12)

3

Jul 7, 2026

Refusal Suppression

12.8Attack Success Rate

3

May 12, 2026

Fictional Scenario Nesting

11.3Attack Success Rate

3

May 12, 2026

Hypocritical Perturbation

96.06Natural Accuracy

3

Feb 26, 2026

ImageNet ResNet-152 (16/255) (val)

0.668Nominal Accuracy

3

Feb 26, 2026

ImageNet ResNet-152 (4/255) (val)

72.7Nominal Accuracy

3

Feb 26, 2026

Defensive Distillation

2.65HSJA (Naive) Median Distance

2

May 1, 2026

Surface-form evasion probe suite Restoration-trigger injection

Regex-only extractor

58.8Exposure Rate

2

Apr 8, 2026

Surface-form evasion probe suite Mixed-language mentions

Regex-only extractor

38.8Exposure Rate

2

Apr 8, 2026

Surface-form evasion probe suite Paraphrase-sensitive spans

Regex-only extractor

47.6Exposure

2

Apr 8, 2026

Surface-form evasion probe suite Homoglyph substitution

BodhiPromptShield

43.9Exposure Rate

2

Apr 8, 2026

Aethelgard Adversarial Tasks

92Adversarial Coverage

1

Apr 15, 2026

—

—FGSM Attack Rate

0

Feb 26, 2026

MNIST epsilon=0.3 (test)

—

—ILA

0

Feb 26, 2026

Page 4 of 4

Popular datasets

CIFAR ImageNet CIFAR-100 CIFAR-10 Surface-form evasion probe suite

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