I develop algorithmic methods to enable efficient robot learning for long-term sequential tasks through
Generalizable Autonomy. The principal focus of my research is to understand representations and
algorithms to enable the efficiency and generality of learning for interaction in autonomous agents My
research spans Robotics, Reinforcement Learning, Computer Vision and Optimal Control. I work on
applications of intelligent manipulation in surgical, personal and warehouse robotics.