DeepFreeze : cold boot attacks and high fidelity model recovery on commercial EdgeML device

• Main Authors: Won, Yoo-Seung, Chatterjee, Soham, Jap, Dirmanto, Basu, Arindam, Bhasin, Shivam
• Other Authors: School of Electrical and Electronic Engineering
• Format: Conference or Workshop Item
• Language: English
• Published: 2022
• Subjects: Engineering::Electrical and electronic engineering::Computer hardware, software and systems; Cold Boot Attack; EdgeML
• Online Access: https://hdl.handle.net/10356/156094
• Institution: Nanyang Technological University

EdgeML accelerators like Intel Neural Compute Stick 2 (NCS) can enable efficient edge-based inference with complex pre-trained models. The models are loaded in the host (like Raspberry Pi) and then transferred to NCS for inference. In this paper, we demonstrate practical and low-cost cold boot based...