A Tale of Two Approximations: Tightening Over-Approximation for DNN Robustness Verification via Under-Approximation

Zhiyi Xue, Si Liu, Zhaodi Zhang, Yiting Wu, Min Zhang. A Tale of Two Approximations: Tightening Over-Approximation for DNN Robustness Verification via Under-Approximation. In René Just, Gordon Fraser 0001, editors, Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis, ISSTA 2023, Seattle, WA, USA, July 17-21, 2023. pages 1182-1194, ACM, 2023. [doi]

Abstract

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