Real-world Sequential Decision Making with High-dimensional, Noisy Observations In this talk, we present a general overview of our work on real-world sequential decision making. Specifically, we will focus on the area of sequential decision making with high-dimensional, noisy observations, with […]
Subgoal search Planning and search have been immensely studied topics in AI research. However, many questions still stay unanswered. In my talk, I will explore topics on the intersection of planning and learning. A general question is how learning methods […]
Multi-Agent Reinforcement Learning for Integrated Network of Adaptive Traffic Signal Controllers (MARLIN-ATSC) Population is steadily increasing worldwide, resulting in intractable traffic congestion in dense urban areas. Adaptive traffic signal control (ATSC) has shown strong potential to effectively alleviate urban traffic […]
