Works across data-driven cybersecurity and materials science. Uses Bayesian inference, game-theoretic and adversarial learning methods for network and IoT defense—reconnaissance modeling, cyber deception, and traffic analytics—and physics-guided analysis of semiconductor thin-film stability and degradation.