Research My research interests are outlined below. Each direction links to further background and selected work. Foundations of Generative AI Language watermarking LLM evaluation AI content detection Stochastic Approximation & Inference Optimization dynamics Uncertainty quantification Algorithmic inference Sequential Decision-Making Reinforcement learning Heavy-tailed rewards Exploration & exploitation Federated Learning Heterogeneity · Privacy Communication Personalization