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» Policy Gradients for Cryptanalysis

21

AIPS
2007

81views Artificial Intelligence» more AIPS 2007»

Gradient-Based Relational Reinforcement Learning of Temporally Extended Policies

13 years 10 months ago

Gradient-Based Relational Reinforcement Learning of Temporally Extended Policies

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Charles Gretton

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15

IGPL
2010

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Recurrent policy gradients

13 years 6 months ago

Recurrent policy gradients

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Daan Wierstra, Alexander Förster, Jan Peters,...

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23

RAS
2010

220views more RAS 2010»

Policy gradient learning for quadruped soccer robots

13 years 2 months ago

Policy gradient learning for quadruped soccer robots

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Andrea Cherubini, Francesca Giannone, Luca Iocchi,...

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22

NIPS
2001

121views Information Technology» more NIPS 2001»

Rates of Convergence of Performance Gradient Estimates Using Function Approximation and Bias in Reinforcement Learning

13 years 9 months ago

Rates of Convergence of Performance Gradient Estimates Using Function Approximation and Bias in Reinforcement Learning

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We address two open theoretical questions in Policy Gradient Reinforcement Learning. The first concerns the efficacy of using function approximation to represent the state action ...

Gregory Z. Grudic, Lyle H. Ungar

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23

AAAI
2010

171views Intelligent Agents» more AAAI 2010»

Multi-Agent Learning with Policy Prediction

13 years 9 months ago

Multi-Agent Learning with Policy Prediction

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Due to the non-stationary environment, learning in multi-agent systems is a challenging problem. This paper first introduces a new gradient-based learning algorithm, augmenting th...

Chongjie Zhang, Victor R. Lesser

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