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Zhongliang Guo

University of St Andrews

St Andrews, KY16 9AL

United Kingdom

  • University of St Andrews

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Uncertainty-Aware Adversarial Training via Adversary Distribution Modeling for Improving Robustness

Number of pages: 34 Posted: 04 Nov 2025
Junhao Dong, Zhongliang Guo, Xinghua Qu, Xiaohua Xie, Jian-Huang Lai, Z. Jane Wang, Ognjen Arandjelovic and Yew Soon Ong
affiliation not provided to SSRN, University of St Andrews, affiliation not provided to SSRN, Sun Yat-sen University (SYSU), affiliation not provided to SSRN, affiliation not provided to SSRN, University of St Andrews and Nanyang Technological University (NTU)
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Abstract:

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Adversarial examples, Adversarial Training, Statistical information, Uncertainty Modeling, Gradient alignment