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    IJCAI
    2003
    173views Artificial Intelligence» more  IJCAI 2003»
    A Planning Algorithm for Predictive State Representations
    14 years 25 days ago
    A Planning Algorithm for Predictive State Representations
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    We address the problem of optimally controlling stochastic environments that are partially observable. The standard method for tackling such problems is to define and solve a Part...
    Masoumeh T. Izadi, Doina Precup
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    NIPS
    2001
    192views Information Technology» more  NIPS 2001»
    Predictive Representations of State
    14 years 26 days ago
    Predictive Representations of State
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    We show that states of a dynamical system can be usefully represented by multi-step, action-conditional predictions of future observations. State representations that are grounded...
    Michael L. Littman, Richard S. Sutton, Satinder P....
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