Dynamics of Learning & Distributed Adaptation James P Dynamics of Learning & Distributed Adaptation James P. Crutchfield, Santa Fe Institute Game-Theoretic Multi-Agent Systems Rich Dynamics: Oscillations Chaos New Ideas: Predictive theory of agent learning Quantify the emergence of coordination Determine how much group functionality is due to individual agents and to group structure Measure degree of robustness and intrinsic unpredictability Impact: Principled and Systematic MAS Science and Engineering Analyze Existing MASs for Potential Instability and Control Real-time Monitoring of MAS Performance