Security Analysis of XGBoost Ransomware Detector through Side-Channel Attacks and/or Power Hammering Attacks, CAEML Core Project 6A1
This research proposes to study both side-channel attacks and power-hammering attacks on FPGAs. In Phase 1, relevant datasets for different classification problems will be collected and an experimental setup will be developed for conducting experiments. In Phase 2, side-channel attacks will be used to steal model information from FPGAs, and power-hammering attacks will be used to disrupt them. Lastly, Phase 3 will employ innovations to defend against such attacks. The research conducted at NC State will investigate new techniques to protect FPGAs from these forms of malicious cyberattacks.
Sponsor
University of Illinois - Urbana-Champaign
The grant—running from August 1, 2022 to July 31, 2023—is for a total of $60,000.
Principle Investigators
Paul D. Franzon
Aydin Aysu
More Details
The proposed research will be conducted over three phases. Phase 1: Collect relevant datasets for different classification problems and devise an experimental setup to conduct experiments. Phase 2: Attacking FPGA with side-channel attacks to steal the model information and/or derange the FPGA by power-hammering attacks. Phase 3: Innovate techniques to defend against such attacks.