My research interests focus on aspects of Intelligent Robotics, particularly intelligent decision making and learning deep structure in strategies for surviving in nonstationary and adversarial worlds. This includes investigating approaches to automated discovery of novel concepts, through state and action abstraction, as well as representation learning. A major theme of my work is transfer learning.