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NIPS
2003
15 years 7 months ago
All learning is Local: Multi-agent Learning in Global Reward Games
In large multiagent games, partial observability, coordination, and credit assignment persistently plague attempts to design good learning algorithms. We provide a simple and efï¬...
Yu-Han Chang, Tracey Ho, Leslie Pack Kaelbling
ATAL
2009
Springer
16 years 27 days ago
Learning equilibria in repeated congestion games
While the class of congestion games has been thoroughly studied in the multi-agent systems literature, settings with incomplete information have received relatively little attenti...
Moshe Tennenholtz, Aviv Zohar
CORR
2008
Springer
172views Education» more  CORR 2008»
15 years 6 months ago
Altruism in Congestion Games
This paper studies the effects of introducing altruistic agents into atomic congestion games. Altruistic behavior is modeled by a trade-off between selfish and social objectives. ...
Martin Hoefer, Alexander Skopalik
ATAL
2006
Springer
15 years 10 months ago
Balancing the needs of players and spectators in agent-based commentary systems
We describe an agent-based commentary system for computer games which produces real-time and post-game commentary for spectators. Our system adopts an embodied approach in which r...
Dan Fielding, Brian Logan, Steve Benford
AAAI
2012
13 years 8 months ago
Learning from Demonstration for Goal-Driven Autonomy
Goal-driven autonomy (GDA) is a conceptual model for creating an autonomous agent that monitors a set of expectations during plan execution, detects when discrepancies occur, buil...
Ben George Weber, Michael Mateas, Arnav Jhala