Uncovering Hidden Vulnerabilities in Convolutional Neural Networks through Graph-based Adversarial Robustness Evaluation

Ke Wang,Zicong Chen, Xilin Dang, Xuan Fan,Xuming Han, Chien-Ming Chen,Weiping Ding,Siu-Ming Yiu,Jian Weng

Pattern Recognition（2023）

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摘要

•Providing fine-grained analysis of adversarial robustness•Proposing a Graph of Patterns (GoP) modeling method with multi-relational graphs•Providing a graph distance algorithm based on the structure information of graphs.

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关键词

Graph of patterns,Graph distance algorithm,Adversarial robustness,Interpretable graph-based systems,Convolutional neural networks

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