Algorithms
Video
Algorithmic Social Intervention
Social and behavioral interventions are a critical tool for governments and communities to tackle deep-rooted societal challenges such as homelessness, disease, and poverty. However, real-world interventions are almost always plagued by limited resources and limited…
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…
