Can one hear the shape of a neural network?: Snooping the GPU via Magnetic Side Channel presented at USENIX Security 2022

by Henrique Xiao,

Tags: Side Channels IV

URL : https://www.usenix.org/system/files/sec22-maia.pdf

Summary : Neural network applications have become popular in both enterprise and personal settings. Network solutions are tuned meticulously for each task, and designs that can robustly resolve queries end up in high demand. As the commercial value of accurate and performant machine learning models increases, so too does the demand to protect neural architectures as confidential investments. We explore the vulnerability of neural networks deployed as black boxes across accelerated hardware through electromagnetic side channels.