Secure and verifiable inference in deep neural networks

• Main Authors: XU, Guowen, LI, Hongwei, REN, Hao, SUN, Jianfei, XU, Shengmin, NING, Jianting, YANG, Haoming, YANG, Kan, DENG, Robert H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Deep learning; Privacy protection; Variable inference; Network security; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/5910; https://ink.library.smu.edu.sg/context/sis_research/article/6913/viewcontent/3427228.3427232.pdf
• Institution: Singapore Management University

Outsourced inference service has enormously promoted the popularity of deep learning, and helped users to customize a range of personalized applications. However, it also entails a variety of security and privacy issues brought by untrusted service providers. Particularly, a malicious adversary may...