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Boosting Adversarial Robustness and Generalization with Dictionary Structure

Hou, Zhichao et al.
arXiv (All) · Papers
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cryptography-and-securitymachine-learningneural-and-evolutionary-computing
This work investigates a novel approach to boost adversarial robustness and generalization by incorporating structural prior into the design of deep learning models. Specifically, our study surprisingly reveals that existing dictionary learning-inspired convolutional neural networks (CNNs) are robus
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