Algorithms
Developing efficient algorithms that power faster, smarter, and more reliable computing across diverse applications.
Publication
Predicting Node Failure in Cloud Service Systems
Publication
Private Algorithms Can Always Be Extended
Video
Policy Optimization as Predictable Online Learning Problems: Imitation Learning and Beyond
Efficient policy optimization is fundamental to solving real-world reinforcement learning problems, where agent-environment interactions can be costly. In this talk, I will discuss my recent research toward improving policy optimization efficiency from the perspective of…
Video
Reinforcement Learning: Bringing Together Computation, Behavior and Neural Coding
Reinforcement learning carries subtly different meanings in machine learning, cognitive science and neuroscience. In this talk, I will try to clarify in which ways the concepts overlap and in which ways they differ. I will…
