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cs.SE2025
Toward Patch Robustness Certification and Detection for Deep Learning Systems Beyond Consistent Samples
Qilin Zhou, Zhengyuan Wei, Haipeng Wang +2
Patch robustness certification is an emerging kind of provable defense technique against adversarial patch attacks for deep learning systems. Certified detection ensures the detect…
cs.LG2025
Scalable and Precise Patch Robustness Certification for Deep Learning Models with Top-k Predictions
Qilin Zhou, Haipeng Wang, Zhengyuan Wei +1
Patch robustness certification is an emerging verification approach for defending against adversarial patch attacks with provable guarantees for deep learning systems. Certified re…