Papers published in IEEE S&P'26, NAACL'25, SaTML'25, ICLR'24; mentored 20+ undergraduate interns and junior researchers, leading to multiple top-venue publications and six PhD placements in leading programs.
Research Experience
Postdoctoral fellow at UCSB’s SecLab since October 2023, working with Giovanni Vigna and Chris Kruegel. Awarded the Intelligence Community (IC) Postdoctoral Research Fellowship for a proposal on developing AI-driven antifragile cyber defenses.
Education
PhD in Computer Science from the University of Maryland, College Park, advised by Prof. Tudor Dumitras.
Background
Research interests bridge AI for security and trustworthy AI; identified overthinking pathology in deep nets, developed realistic threat models against ML systems, advanced practical methods to improve fairness and privacy, and showed how distribution shift undermines deployed defenses.