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Josephine Passananti

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
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