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Ben Zhao

2 accepted papers

2022

Finding Naturally Occurring Physical Backdoors in Image Datasets

NeurIPS 2022accept

Extensive literature on backdoor poison attacks has studied attacks and defenses for backdoors using “digital trigger patterns.” In contrast, “physical backdoors” use physical objects as triggers, have only recently been identified, and are qualitatively different enough to resist most defenses tar…

Cited by 19SourcePDFScholar
2022

Understanding Robust Learning through the Lens of Representation Similarities

NeurIPS 2022accept

Representation learning, \textit{i.e.} the generation of representations useful for downstream applications, is a task of fundamental importance that underlies much of the success of deep neural networks (DNNs). Recently, \emph{robustness to adversarial examples} has emerged as a desirable property…