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Generalization to Mitigate Synonym Substitution Attacks
Our findings show that replacing the embeddings of the important words in the input samples with the average of their synonyms’ embeddings can significantly improve the generalization of DNN-based classifiers.
Toward Robust Image Classification
Neural networks are frequently used for image classification, but can be vulnerable to misclassification caused by adversarial images.
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