SoK: A Systems Perspective on Compound AI Threats and Countermeasures

S Banerjee, P Sahu, M Luo… - arXiv preprint arXiv …, 2024 - arxiv.org
Large language models (LLMs) used across enterprises often use proprietary models and
operate on sensitive inputs and data. The wide range of attack vectors identified in prior …

Power Side-Channel Analysis and Mitigation for Neural Network Accelerators based on Memristive Crossbars

B Sapui, MB Tahoori - 2024 29th Asia and South Pacific …, 2024 - ieeexplore.ieee.org
The modern trend of exploring Artificial Intelligence (AI) in various industries, such as big
data, edge computing, automobile, and medical applications, has increased tremendously …

Side-Channel Attack with Fault Analysis on Memristor-based Computation-in-Memory

B Sapui, S Meschkov… - 2024 IEEE 30th …, 2024 - ieeexplore.ieee.org
The inherent limitations of traditional processor-centric architectures have led to the
emergence of Computationin-Memory (CiM), offering an energy-efficient hardware solution …