VLSI and Hardware Implementations using Modern Machine Learning Methods

13 Deep Learning Techniques for Side-Channel Analysis

Varsha Satheesh Kumar¹, S. Dillibabu Shanmugam², and Dr. N. Sarat Chandra Babu³

¹MS Student, CMU, USA

²Scientist SETS, India

³Executive Director, SETS, India

1. CONTENTS
2. 13.1 Introduction
3. 13.2 Preliminaries
4. 13.2.1 Framework for Implementation Vulnerability Analysis
5. 13.3 Profiled Side-Channel Attacks
6. 13.3.1 Deep Learning Architecture for Analysis
7. 13.3.2 Convolutional Neural Networks
8. 13.4 Protected Countermeasure Techniques
9. 13.4.1 Unrolled Implementation
10. 13.4.2 Threshold Implementation
11. 13.5 Case Study of GIFT Cipher
12. 13.5.1 GIFT Algorithm Description
13. 13.5.2 Implementation Profiles
14. 13.5.3 Round (Naive) Implementation
15. 13.5.4 (Un)Rolled Implementation
16. 13.5.5 Partially (Un)Rolled Implementation ...