Fault-injection based attacks and countermeasure on deep neural network accelerators

• Main Author: Liu, Wenye
• Other Authors: Chang Chip Hong
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Electrical and electronic engineering::Integrated circuits; Engineering::Computer science and engineering::Hardware::Performance and reliability
• Online Access: https://hdl.handle.net/10356/152080
• Institution: Nanyang Technological University

The rapid development of deep learning accelerator has unlocked new applications that require local inference at the edge device. However, this trend of development to facilitate edge intelligence also invites new hardware-oriented attacks, which are different from and have more dreadful impact than...