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Reinforcement Learning with Hierarchies of Machines
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ICML
2002
IEEE
146
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Machine Learning
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Hierarchically Optimal Average Reward Reinforcement Learning
15 years 10 months ago
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Two notions of optimality have been explored in previous work on hierarchical reinforcement learning (HRL): hierarchical optimality, or the optimal policy in the space defined by ...
Mohammad Ghavamzadeh, Sridhar Mahadevan
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97
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ML
2011
ACM
152
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Machine Learning
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Characterizing reinforcement learning methods through parameterized learning problems
14 years 13 days ago
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Shivaram Kalyanakrishnan, Peter Stone
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70
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ICML
2003
IEEE
108
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Reinforcement Learning as Classification: Leveraging Modern Classifiers
15 years 2 months ago
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Michail G. Lagoudakis, Ronald Parr
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76
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ICML
2010
IEEE
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Machine Learning
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Model-based reinforcement learning with nearly tight exploration complexity bounds
14 years 10 months ago
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Istvan Szita, Csaba Szepesvári
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ML
2000
ACM
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Machine Learning
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ML 2000
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A Study of Reinforcement Learning in the Continuous Case by the Means of Viscosity Solutions
14 years 9 months ago
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Rémi Munos
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