Iskandar Atakhodjaev, B. Bosworth, Brian C. Grubel, M. Kossey, J. Villalba, A. Cooper, N. Dehak, A. Foster, M. Foster
{"title":"Investigation of Deep Learning Attacks on Nonlinear Silicon Photonic PUFs","authors":"Iskandar Atakhodjaev, B. Bosworth, Brian C. Grubel, M. Kossey, J. Villalba, A. Cooper, N. Dehak, A. Foster, M. Foster","doi":"10.1364/CLEO_QELS.2018.FM1G.4","DOIUrl":null,"url":null,"abstract":"We demonstrate that nonlinear silicon photonic Physical Unclonable Functions (PUFs) are resistant to adversarial deep learning attacks. We find that this resistance is rooted in the optical nonlinearity of the silicon photonic PUF token.","PeriodicalId":6498,"journal":{"name":"2018 Conference on Lasers and Electro-Optics (CLEO)","volume":"10 2","pages":"1-2"},"PeriodicalIF":0.0000,"publicationDate":"2018-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 Conference on Lasers and Electro-Optics (CLEO)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1364/CLEO_QELS.2018.FM1G.4","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6
Abstract
We demonstrate that nonlinear silicon photonic Physical Unclonable Functions (PUFs) are resistant to adversarial deep learning attacks. We find that this resistance is rooted in the optical nonlinearity of the silicon photonic PUF token.
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