The goal of his research program is to build autonomous robots that operate effectively in the real world. His approaach to building these robots is to develop algorithms and representations that tightly couple the perception and decision making processes needed for autonomy; these representations and algorithms allow robots to make decisions that are robust to ambiguity, react quickly as the world changes, and actively learn about the world.