Peek into the black-box: interpretable neural network using SAT equations in side-channel analysis

• Main Authors: Yap, Trevor, Benamira, Adrien, Bhasin, Shivam, Peyrin, Thomas
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Profiling Attack; Neural Network
• Online Access: https://hdl.handle.net/10356/169835
• Institution: Nanyang Technological University

Deep neural networks (DNN) have become a significant threat to the security of cryptographic implementations with regards to side-channel analysis (SCA), as they automatically combine the leakages without any preprocessing needed, leading to a more efficient attack. However, these DNNs for SCA remai...