Deep Learning in Side Channel Analysis

Learn about Riscure’s latest developments in Deep Learning for Side Channel Analysis. Deep learning has diverse applications in side-channel attacks, model interpretability, and leakage assessment. This presentation details an attack strategy involving key rank computation and discusses the significant impact of ensemble learning on generalization, reducing the necessity for hyperparameter fine-tuning.

This presentation also explores the role of deep learning in certifying schemes, its optimization potential in side-channel attack search time, and its applications in fault injection and AI-based data augmentation.