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Image Classification on MNIST ε=0.1 (test)

99.25Standard AccuracyAD-CERT
98.854898.957499.0699.1626Jun 30, 2026

Evaluation results

MethodLinks
AD-CERTε=0.12026.0699.2598.53
MTL-IBPε=0.12026.0699.1898.37
TAPS/STAPSε=0.1, Selection protocol=Stronger of TAPS and STAPS based on certified accuracy2026.0699.1698.52
SABRε=0.12026.0699.0898.4
SORTNETε=0.1, Architecture=Non-ReLU-based2026.0699.0198.14
IBPε=0.12026.0698.8798.26