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EWCBR
2006
Springer
15 years 9 months ago
Multi-agent Case-Based Reasoning for Cooperative Reinforcement Learners
Abstract. In both research fields, Case-Based Reasoning and Reinforcement Learning, the system under consideration gains its expertise from experience. Utilizing this fundamental c...
Thomas Gabel, Martin Riedmiller
133
Voted
ATAL
2004
Springer
15 years 10 months ago
Decentralized Language Learning through Acting
This paper presents an algorithm for learning the meaning of messages communicated between agents that interact while acting optimally towards a cooperative goal. Our reinforcemen...
Claudia V. Goldman, Martin Allen, Shlomo Zilberste...
145
Voted
ATAL
2009
Springer
15 years 12 months ago
Learning of coordination: exploiting sparse interactions in multiagent systems
Creating coordinated multiagent policies in environments with uncertainty is a challenging problem, which can be greatly simplified if the coordination needs are known to be limi...
Francisco S. Melo, Manuela M. Veloso
AI
2005
Springer
15 years 11 months ago
ARES 2: A Tool for Evaluating Cooperative and Competitive Multi-agent Systems
The Agent Rescue Emergency Simulator (ARES) system provides a simplified rescue scenario similar to Robocup Rescue for use in the educational or research fields when evaluating m...
Jörg Denzinger, Jordan Kidney
KI
1998
Springer
15 years 9 months ago
From Theory to Practice in Multiagent System Design: The Case of Structural Co-operation
Abstract. In Distributed Problem-solving (DPS) systems a group of purposefully designed computational agents interact and co-ordinate their activities so as to jointly achieve a gl...
Sascha Ossowski, Ana García-Serrano, Jos&ea...