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PRICAI
2000
Springer
15 years 4 months ago
Generating Hierarchical Structure in Reinforcement Learning from State Variables
This paper presents the CQ algorithm which decomposes and solves a Markov Decision Process (MDP) by automatically generating a hierarchy of smaller MDPs using state variables. The ...
Bernhard Hengst
73
Voted
AAAI
2008
15 years 3 months ago
Discover Relevant Environment Feature Using Concurrent Reinforcement Learning
Zhihui Luo, David A. Bell, Barry McCollum
39
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AAAI
2007
15 years 3 months ago
Efficient Reinforcement Learning with Relocatable Action Models
Bethany R. Leffler, Michael L. Littman, Timothy Ed...