Search Results for author: Aidong Ding

Found 1 papers, 0 papers with code

EMShepherd: Detecting Adversarial Samples via Side-channel Leakage

no code implementations27 Mar 2023 Ruyi Ding, Cheng Gongye, Siyue Wang, Aidong Ding, Yunsi Fei

Inspired by the fact that electromagnetic (EM) emanations of a model inference are dependent on both operations and data and may contain footprints of different input classes, we propose a framework, EMShepherd, to capture EM traces of model execution, perform processing on traces and exploit them for adversarial detection.

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