Collaborative Learning Agents
Papers from 2002 AAAI Spring Symposium
Kagan Tumer and Peter Stone, Program Cochairs
Technical Report SS-02-02. Published by The AAAI Press, Menlo Park, California. This technical report is also available in book and CD format.
Please Note: Abstracts are linked to individual titles, and will appear in a separate browser window. Full-text versions of the papers are linked to the abstract text. Access to full text may be restricted to AAAI members. PDF file sizes may be large!
Contents
On Decision-Theoretic Approach to Game Theory / 1
Piotr J. Gmytrasiewicz
A Multiagent Framework for Collaborative Conceptual Learning Using
a Dempster-Shafer Belief System / 9
Leen-Kiat Soh
Context Specific Multiagent Coordination and Planning with Factored MDPs / 17
Carlos Guestrin, Shobha Venkataraman, and Daphne Koller
Co-Evolution Learning in Organizational-Learning Classifier System / 25
Takao Terano and Yasushi Ishikawa
Congregating and Market Formation / 33
Christopher H. Brooks and Edmund H. Durfee
Learning Organization in Global Intelligence / 41
Masayuki Numao, Daishi Kato, and Masaru Yokoyama
On Measuring the Usefulness of Modeling in a Competitive and Cooperative Environment / 48
Leonardo Garrido, Ramán Brena, and Katia Sycara
Sharing a Concept / 55
Sandip Sen and Parijat Prosun Kar
Collaborative Learning in Strategic Environments / 61
Akira Namatame, Noriko Tanoura, and Hiroshi Sato
Large Scale Q-Tables / 69
Kalle Prorok
Cooperative Case Bartering for Case-Based Reasoning Agents / 77
Santiago Ontañón, and Enric Plaza
Correlated-Q Learning / 84
Amy Greenwald and Keith Hall
Towards Social Complexity Reduction in Multiagent Learning: The ADHOC Approach / 90
Michael Rovatsos and Marco Wolf
Coordinated Reinforcement Learning / 98
Carlos Guestrin, Michael Lagoudakis, and Ronald Parr
Learning to Form Negotiation Coalitions in a Multiagent System / 106
Leen-Kiat Soh and Costas Tsatsoulis
Local Algorithms for Finding Equilibria in Structured Games / 113
David Vickrey and Daphne Koller
Tradeoffs in Decision-Making Frameworks and Interaction Styles / 121
K. Suzanne Barber, Matt MacMahon, and Cheryl E. Martin
Adversarial Collaboration: An Overview of Social Quantum Logic / 122
W. F. Lawless
Robust Cooperation Architectures for Teams of UCAVs / 124
François Legras
Coordinated Deliberation Management in Multi-Agent CIRCA / 125
Kurt D. Krebsbach
Problem Decomposition for Problem Solution / 126
Leona F. Fass
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