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Papers Benchmarks Datasets Tasks

Adversarial Example Detection research benchmarks · SOTA2 Research

Adversarial Example Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LibriSpeech C&W attack vs. benign

99AUROC

60

Mar 25, 2026

LibriSpeech Psychoacoustic attack vs. benign

98AUROC

12

Mar 25, 2026

96.6Detection Rate (%) @ FPR=1%

9

Jul 2, 2026

TinyML MNIST, CIFAR-10, Speech Commands

99.984Detection Accuracy

5

Jun 29, 2026

Popular datasets

LibriSpeech VoxCeleb TinyML

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