Computer Science
My group’s work focuses on machine learning, optimization, and control. Specifically, much of our work aims at making deep learning algorithms safer, more robust, and more explainable; to these ends, we have worked on methods for training provably robust deep learning systems, and including more complex “modules” (such as optimization solvers) within the loop of deep architectures. We also focus on several application domains, with a particular focus on applications in smart energy and sustainability domains.