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Adversarial Robustness Verification research benchmarks · SOTA2 Research

Adversarial Robustness Verification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR10 CNN 5-Layer

28Certification Coverage

33

Jun 19, 2026

MNIST CNN 4-Layer

86Cert. Coverage

33

Jun 19, 2026

ERAN MNIST 6x500 tanh (100 images)

21Certified Count

6

Jun 19, 2026

ERAN MNIST 6x500 sigmoid (100 images)

33Certified Count

6

Jun 19, 2026

ERAN MNIST 6x500 ELU (100 images)

64Certified Count

4

Jun 19, 2026

Popular datasets

MNIST ERAN MNIST CIFAR10

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