May 14, 2024, 4:11 a.m. | Qilin Zhou, Zhengyuan Wei, Haipeng Wang, Bo Jiang, W. K. Chan

cs.CR updates on

arXiv:2405.07668v1 Announce Type: cross
Abstract: Patch robustness certification is an emerging kind of defense technique against adversarial patch attacks with provable guarantees. There are two research lines: certified recovery and certified detection. They aim to label malicious samples with provable guarantees correctly and issue warnings for malicious samples predicted to non-benign labels with provable guarantees, respectively. However, existing certified detection defenders suffer from protecting labels subject to manipulation, and existing certified recovery defenders cannot systematically warn samples about their labels. …

adversarial aim arxiv attacks certification certified deep learning defense detection emerging issue kind malicious patch recovery research robustness

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