Sanghyun's research interests lie at the intersection of computer security and machine learning. His current research focus is to study the computational properties of DNNs from a systems security perspective. He was invited as a speaker at USENIX Enigma'21, where he talked about practical hardware attacks on deep learning. He is also a recipient of the Ann G. Wylie Dissertation Fellowship.