Creating from noise: trace generations using diffusion model for side-channel attack

• المؤلفون الرئيسيون: Yap, Trevor, Jap, Dirmanto
• مؤلفون آخرون: School of Physical and Mathematical Sciences
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2024
• الموضوعات: Computer and Information Science; Neural network; Side-channel attacks
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/173619; https://aihws2024.aisylab.com/

In side-channel analysis (SCA), the success of an attack is largely dependent on the dataset sizes and the number of instances in each class. The generation of synthetic traces can help to improve at- tacks like profiling attacks. However, manually creating synthetic traces from actual traces is ard...