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20202024
most citedEfficient Backdoor Attacks for Deep Neural Networks in Real-world Scenarios

6 citations · 20 across the 11 of their papers we have counts for

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Showing 2021 · cs.LGShow all

2 papers · 2 filters

cs.LG2021

Enhancing Backdoor Attacks with Multi-Level MMD Regularization

Pengfei Xia, Hongjing Niu, Ziqiang Li +1

While Deep Neural Networks (DNNs) excel in many tasks, the huge training resources they require become an obstacle for practitioners to develop their own models. It has become comm…

cs.LG2021

Tightening the Approximation Error of Adversarial Risk with Auto Loss Function Search

Pengfei Xia, Ziqiang Li, Bin Li

Despite achieving great success, Deep Neural Networks (DNNs) are vulnerable to adversarial examples. How to accurately evaluate the adversarial robustness of DNNs is critical for t…