Ming Shi
PhD
Specialty/Research Focus
Network Optimization and Wireless Communication; Machine Learning Theory
Research
Dr. Shi's research strives to develop AI-powered autonomous networked systems with strong theoretical performance guarantees under uncertainty, dynamics, and practical domain-specific constraints, with a focus on:
- Reinforcement Learning, Bandit Learning, and Generative AI
- Online (Non-)Convex Optimization and Online Control
- Networking, Wireless Communication, and Edge AI
- Power Systems, Robotics, and Data Security
- Theoretical Analysis
