My current research interests center on trustworthy deployment and safe interactions with foundation models (e.g. LLMs) and agents from both a theoretical and empirical perspective. Specifically, I’m interested in enhancing their trustworthiness via novel algorithms and certificates for various applications (e.g. hallucination mitigation, human-values alignment, jailbreaks and defense) through incorporating external knowledge sources and LLMs’ reasoning capabilities.