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JAIR
2008
119views more  JAIR 2008»
13 years 7 months ago
A Multiagent Reinforcement Learning Algorithm with Non-linear Dynamics
Several multiagent reinforcement learning (MARL) algorithms have been proposed to optimize agents' decisions. Due to the complexity of the problem, the majority of the previo...
Sherief Abdallah, Victor R. Lesser
ICAART
2010
INSTICC
14 years 4 months ago
A Cautious Approach to Generalization in Reinforcement Learning
Raphael Fonteneau, Susan A. Murphy, Louis Wehenkel...
ATAL
2009
Springer
14 years 2 months ago
Transferring experience in reinforcement learning through task decomposition
Ioannis Partalas, Grigorios Tsoumakas, Konstantino...
PRICAI
1999
Springer
13 years 12 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
ICML
2003
IEEE
14 years 8 months ago
Principled Methods for Advising Reinforcement Learning Agents
An important issue in reinforcement learning is how to incorporate expert knowledge in a principled manner, especially as we scale up to real-world tasks. In this paper, we presen...
Eric Wiewiora, Garrison W. Cottrell, Charles Elkan