1. 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