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134
Voted
ATAL
2006
Springer
15 years 7 months ago
Resource allocation among agents with preferences induced by factored MDPs
Distributing scarce resources among agents in a way that maximizes the social welfare of the group is a computationally hard problem when the value of a resource bundle is not lin...
Dmitri A. Dolgov, Edmund H. Durfee
235
Voted
ATAL
2006
Springer
15 years 7 months ago
A hierarchical approach to efficient reinforcement learning in deterministic domains
Factored representations, model-based learning, and hierarchies are well-studied techniques for improving the learning efficiency of reinforcement-learning algorithms in large-sca...
Carlos Diuk, Alexander L. Strehl, Michael L. Littm...
159
Voted
CLEF
2004
Springer
15 years 7 months ago
The DIOGENE Question Answering System at CLEF-2004
This paper presents the ITC-irst Multilingual Question Answering system DIOGENE. The system was used successfully on the CLEF-2003, TREC-2003, TREC-2002 and TREC-2001 QA tracks. DI...
Hristo Tanev, Matteo Negri, Bernardo Magnini, Mile...
148
Voted
ATAL
2006
Springer
15 years 7 months ago
Learning to cooperate in multi-agent social dilemmas
In many Multi-Agent Systems (MAS), agents (even if selfinterested) need to cooperate in order to maximize their own utilities. Most of the multi-agent learning algorithms focus on...
Jose Enrique Munoz de Cote, Alessandro Lazaric, Ma...
109
Voted
ATAL
2006
Springer
15 years 7 months ago
A technique for reducing normal-form games to compute a Nash equilibrium
We present a technique for reducing a normal-form (aka. (bi)matrix) game, O, to a smaller normal-form game, R, for the purpose of computing a Nash equilibrium. This is done by com...
Vincent Conitzer, Tuomas Sandholm