Breaking TinyML: Why Quantized Neural Networks Need Domain-Specific Security Analysis

Jacob Huckelberry, Andrea Mattia Garavagno, Yuke Zhang +3

Most TinyML hardware accelerators focus on supporting Quantized Neural Networks (QNNs) to meet stringent constraints on power consumption and size. Despite this, the security aspec…