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Qilin Zhou

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نسخة أولية وصول مفتوح

MRCert: Towards Post-deployment Patch Robustness Certification for Adversarially Patched Samples via Type-specific Masking

Qilin Zhou, Zhengyuan Wei, Haipeng Wang وآخرون · 2026

In post-deployment time, inputs to deep learning models may or may not be adversarially patched. Patch robustness certification on such inputs within a patch bound can verify their label benignity and should retain high prediction accuracy. However, existing smoothing-based and masking-based recovery defenders cannot a …

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