4 papers
Early Detection of Hardware Trojans Using Neural Controlled Differential Equations and Analysis of Power Traces
Hasala Senevirathne, Rahul Vishwakarma, Amin Rezaei
Evolving Hardware Trojans pose a serious threat to modern digital systems by evading traditional detection through stealthy, adaptive behavior. Even recent methods that leverage ad…
Horizon-Constrained Rashomon Sets for Chaotic Forecasting
Gauri Kale, Rahul Vishwakarma, Holly Diamond +2
Predictive multiplicity and chaotic dynamics represent two fundamental challenges in machine learning that have evolved independently despite their conceptual connections. We bridg…
Uncertainty-Aware Hardware Trojan Detection Using Multimodal Deep Learning
Rahul Vishwakarma, Amin Rezaei
The risk of hardware Trojans being inserted at various stages of chip production has increased in a zero-trust fabless era. To counter this, various machine learning solutions have…
Risk-Aware and Explainable Framework for Ensuring Guaranteed Coverage in Evolving Hardware Trojan Detection
Rahul Vishwakarma, Amin Rezaei
As the semiconductor industry has shifted to a fabless paradigm, the risk of hardware Trojans being inserted at various stages of production has also increased. Recently, there has…