Research

Microarchitectural Side-channel Attacks & Defense Utilizing AI

  • Defending Side-channel Attacks by Utilizing Generative AI Algorithms.
Threat model for the attacker and the defense mechanisms. Noise added Website Fingerprint dataset.
  • Investigating CPU Cache-based Attacks on Intel and AMD devices.
CPU cycle time difference for various Probe strategies and Mastik method on Intel Cascade Lake microarchitecture. Spectre Attack with SMC behavior
  • Analyzing Vulnerabilities on AR/VR devices (Meta Quest, Microsoft HoloLens).

  • Exploring Cryptography (RSA Key, OpenSSL SRP, Homomorphic Encryption) Vulnerabilities.

Machine Learning Security

  • Studying Intrinsic Dimension Estimation for Enhanced Machine Learning Security.