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Ben Y. Zhao

2 accepted papers

2023

Characterizing the Optimal $0-1$ Loss for Multi-class Classification with a Test-time Attacker

NeurIPS 2023spotlight

Finding classifiers robust to adversarial examples is critical for their safe deployment. Determining the robustness of the best possible classifier under a given threat model for a fixed data distribution and comparing it to that achieved by state-of-the-art training methods is thus an important di…

Cited by 4SourcePDFScholar
2021

Backdoor Attacks Against Deep Learning Systems in the Physical World

CVPR 2021poster

Backdoor attacks embed hidden malicious behaviors into deep learning models, which only activate and cause misclassifications on model inputs containing a specific "trigger." Existing works on backdoor attacks and defenses, however, mostly focus on digital attacks that apply digitally generated patt…

Cited by 248PDFScholar