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한우림 ( Woorim Han ),이영한 ( Younghan Lee ),전소희 ( Sohee Jun ),조윤기 ( Yungi Cho ),백윤흥 ( Yunheung Paek ) 한국정보처리학회 2021 한국정보처리학회 학술대회논문집 Vol.28 No.2
AI (Artificial Intelligence) is being utilized in various fields and services to give convenience to human life. Unfortunately, there are many security vulnerabilities in today’s ML (Machine Learning) systems, causing various privacy concerns as some AI models need individuals’ private data to train them. Such concerns lead to the interest in ML systems which can preserve the privacy of individuals’ data. This paper introduces the latest research on various attacks that infringe data privacy and the corresponding defense techniques.