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09/11/2019
Correlation Priors for Reinforcement Learning
Many decision-making problems naturally exhibit pronounced structures in...
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07/17/2018
Deep Reinforcement Learning for Swarm Systems
Recently, deep reinforcement learning (RL) methods have been applied suc...
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03/01/2018
Inverse Reinforcement Learning via Nonparametric Spatio-Temporal Subgoal Modeling
Recent advances in the field of inverse reinforcement learning (IRL) hav...
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09/21/2017
Learning Complex Swarm Behaviors by Exploiting Local Communication Protocols with Deep Reinforcement Learning
Swarm systems constitute a challenging problem for reinforcement learnin...
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09/18/2017
Guided Deep Reinforcement Learning for Swarm Systems
In this paper, we investigate how to learn to control a group of coopera...
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05/04/2016
A Bayesian Approach to Policy Recognition and State Representation Learning
Learning from demonstration (LfD) is the process of building behavioral ...
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02/17/2016