Compositional Policy Priors

This paper describes a probabilistic framework for incorporating structured inductive biases into reinforcement learning. These inductive biases arise from policy priors, probability distributions over optimal policies. Borrowing recent ideas from computational linguistics and Bayesian nonparametric...

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Bibliographic Details
Main Authors: Wingate, David, Diuk, Carlos, O'Donnell, Timothy, Tenenbaum, Joshua, Gershman, Samuel
Other Authors: Joshua Tenenbaum
Published: 2013
Online Access:http://hdl.handle.net/1721.1/78573