My research focuses on making AI smarter under uncertainty, in particular for embodied AI agents such as robots. I not only study decision-making in uncertain environments, I am also interested in how learning systems can improve themselves from interacting with uncertain environments. Applications of my research include human-aware obot navigation, autonomous exploration in non-trivial spaces, robust perception, and soft robot locomotion.