Adaptive Agents and Multi-Agent Systems: Adaptation and Multi-Agent Learning

Cooperative Multiagent Learning....Pages 1-17
Reinforcement Learning Approaches to Coordination in Cooperative Multi-agent Systems....Pages 18-32
Cooperative Learning Using Advice Exchange....Pages 33-48
Environmental Risk, Cooperation, and Communication Complexity....Pages 49-65
Multiagent Learning for Open Systems: A Study in Opponent Classification....Pages 66-87
Situated Cognition and the Role of Multi-agent Models in Explaining Language Structure....Pages 88-109
Adapting Populations of Agents....Pages 110-124
The Evolution of Communication Systems by Adaptive Agents....Pages 125-140
An Agent Architecture to Design Self-Organizing Collectives: Principles and Application....Pages 141-158
Evolving Preferences among Emergent Groups of Agents....Pages 159-173
Structuring Agents for Adaptation....Pages 174-186
Stochastic Simulation of Inherited Kinship-Driven Altruism....Pages 187-201
Learning in Multiagent Systems: An Introduction from a Game-Theoretic Perspective....Pages 202-215
The Implications of Philosophical Foundations for Knowledge Representation and Learning in Agents....Pages 216-238
Using Cognition and Learning to Improve Agents’ Reactions....Pages 239-259
TTree: Tree-Based State Generalization with Temporally Abstract Actions....Pages 260-290
Using Landscape Theory to Measure Learning Difficulty for Adaptive Agents....Pages 291-305
Relational Reinforcement Learning for Agents in Worlds with Objects....Pages 306-322