Yoo-Seung Won, Soham Chatterjee, Dirmanto Jap, Arindam Basu, S. Bhasin
{"title":"WaC","authors":"Yoo-Seung Won, Soham Chatterjee, Dirmanto Jap, Arindam Basu, S. Bhasin","doi":"10.1145/3474376.3487284","DOIUrl":null,"url":null,"abstract":"Commercial machine learning accelerators like Intel neural Compute Stick 2 (NCS2) enable efficient inference on otherwise low resource edge devices. However, these accelerators are also exposed to new threats leveraging physical access. In this paper, we present the first results demonstrating practical electromagnetic side-channel attack on NCS2, allowing secret weight recovery from executed models.","PeriodicalId":339465,"journal":{"name":"Proceedings of the 5th Workshop on Attacks and Solutions in Hardware Security","volume":"81 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 5th Workshop on Attacks and Solutions in Hardware Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3474376.3487284","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Commercial machine learning accelerators like Intel neural Compute Stick 2 (NCS2) enable efficient inference on otherwise low resource edge devices. However, these accelerators are also exposed to new threats leveraging physical access. In this paper, we present the first results demonstrating practical electromagnetic side-channel attack on NCS2, allowing secret weight recovery from executed models.