The Devil is in the (Micro-) Architectures: Uncovering New Side-Channel and Bit-Flip Attack Surfaces
Jolio and Yenzo discusses new attack vectors on Deep Neural Network (DNN) executables, specifically focusing on side-channel and bit-flip vulnerabilities. Here's a summary of the key points: DNN Executables and Vulnerabilities: The talk begins by explaining that cloud service providers deploy machine learning models as valuable services. Attackers can exploit side-channels to learn about the architecture of these models, which then opens the door for other attacks. The speakers investigate if DNN executables, created through deep learning compilation for performance, are also vulnerable. Deep Compilation and Side-Channels: Deep…