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Jacobian norm with Selective Input Gradient Regularization for interpretable adversarial defense

Deyin Liu, Lin Wu, Bo Li, Farid Boussaïd, Mohammed Bennamoun, Xianghua Xie, Chengwu Liang

2023Pattern Recognition23 citationsDOIOpen Access PDF

Topics & Concepts

InterpretabilityAdversarial systemComputer scienceJacobian matrix and determinantDeep neural networksArtificial intelligenceMachine learningRobustness (evolution)Regularization (linguistics)Deep learningNorm (philosophy)MathematicsPolitical scienceLawChemistryBiochemistryApplied mathematicsGeneAdversarial Robustness in Machine LearningExplainable Artificial Intelligence (XAI)Anomaly Detection Techniques and Applications