The Learning Agents and Robots (LEAR) MRG conducts basic and applied research on innovative methodologies and algorithms for creating intelligent agents that can (1) interact with humans and learn from them, (2) act autonomously by learning to solve tasks and (3) become highly adaptive to dynamic environmental changes. Emphasis is placed on applying these methodologies in games, simulations and physical robots.