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Adversarial Attack research benchmarks – Page 10 · SOTA2 Research

Adversarial Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

64ASR

6

Jun 5, 2026

Mistral-7B-Instruct-v0.3

75ASR (OM)

6

Jun 4, 2026

Mistral-7B-Instruct-v0.3

67.29Attack Success Rate (OM)

6

Jun 4, 2026

Mistral-7B-Instruct-v0.3

67.29ASR (OM)

6

Jun 4, 2026

Skill Ranking Evaluation Set (test)

Gradient Based Attack

34.29Top-3 Success Rate

6

May 13, 2026

LLM Agent Red-teaming Evaluation Suite 1.0 (test)

50.8ASR (Gemini-3-Pro)

6

May 8, 2026

1.521In-AE

6

Apr 7, 2026

62.97In-AE

6

Apr 7, 2026

0.632In-AE

6

Apr 7, 2026

0.363In-Sample AE

6

Apr 7, 2026

Android Malware Dataset (test)

97.1ASR (SVM)

6

Feb 26, 2026

74.25ASR (%)

6

Feb 26, 2026

0.658ASR

6

Feb 26, 2026

10.97ASR

6

Feb 26, 2026

9,936ASR

6

Feb 26, 2026

9,518ASR (IoU=0.01)

6

Feb 26, 2026

29.08Contriever Score

6

Feb 26, 2026

27.02Contriever Score

6

Feb 26, 2026

86.92Contriever

6

Feb 26, 2026

52.55Contriever

6

Feb 26, 2026

86.54Contriever

6

Feb 26, 2026

4.33Avg Latency (ms)

6

Feb 26, 2026

1.03Median ||δ||p

6

Feb 26, 2026

Quality-Preserving Adversarial Attack

100Success Rate

5

Jun 12, 2026

ImageNet (100 images)

low-rank adversarial attack framework w/ IG

1.3Median L2 Distance

5

May 1, 2026

Page 10 of 14

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