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» Cooperative Multiagent Learning
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NIPS
2004
15 years 5 months ago
New Criteria and a New Algorithm for Learning in Multi-Agent Systems
We propose a new set of criteria for learning algorithms in multi-agent systems, one that is more stringent and (we argue) better justified than previous proposed criteria. Our cr...
Rob Powers, Yoav Shoham
LAMAS
2005
Springer
15 years 9 months ago
Unifying Convergence and No-Regret in Multiagent Learning
We present a new multiagent learning algorithm, RVσ(t), that builds on an earlier version, ReDVaLeR . ReDVaLeR could guarantee (a) convergence to best response against stationary ...
Bikramjit Banerjee, Jing Peng
PRICAI
1999
Springer
15 years 8 months ago
Rationality of Reward Sharing in Multi-agent Reinforcement Learning
Abstract. In multi-agent reinforcement learning systems, it is important to share a reward among all agents. We focus on the Rationality Theorem of Profit Sharing [5] and analyze ...
Kazuteru Miyazaki, Shigenobu Kobayashi
ATAL
2006
Springer
15 years 7 months ago
Cognitive agents based simulation for decisions regarding human team composition
This paper proposes to use cognitive multi-agent based simulation to facilitate human team formation decision processes. The models of organizational actors are acquired by a data...
Bruno Gonçalves, António Lopes, Sofi...
ATAL
2010
Springer
15 years 5 months ago
To teach or not to teach?: decision making under uncertainty in ad hoc teams
In typical multiagent teamwork settings, the teammates are either programmed together, or are otherwise provided with standard communication languages and coordination protocols. ...
Peter Stone, Sarit Kraus