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» Metric learning for reinforcement learning agents
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PRIMA
2009
Springer
15 years 7 months ago
Recursive Adaptation of Stepsize Parameter for Non-stationary Environments
In this article, we propose a method to adapt stepsize parameters used in reinforcement learning for dynamic environments. In general reinforcement learning situations, a stepsize...
Itsuki Noda
118
Voted
ATAL
2008
Springer
15 years 2 months ago
Sequential decision making in repeated coalition formation under uncertainty
The problem of coalition formation when agents are uncertain about the types or capabilities of their potential partners is a critical one. In [3] a Bayesian reinforcement learnin...
Georgios Chalkiadakis, Craig Boutilier
60
Voted
ICAART
2010
INSTICC
15 years 9 months ago
A Reinforcement Learning Approach for Multiagent Navigation
Francisco Martinez-Gil, Fernando Barber, Miguel Lo...
ATAL
2006
Springer
15 years 4 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...
93
Voted
JMLR
2002
125views more  JMLR 2002»
15 years 4 days ago
Lyapunov Design for Safe Reinforcement Learning
Lyapunov design methods are used widely in control engineering to design controllers that achieve qualitative objectives, such as stabilizing a system or maintaining a system'...
Theodore J. Perkins, Andrew G. Barto