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Benchmarking Batch Deep Reinforcement Learning Algorithms
Widely-used deep reinforcement learning algorithms have been shown to fa...
10/03/2019 ∙ by Scott Fujimoto, et al. ∙
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Horizon: Facebook's Open Source Applied Reinforcement Learning Platform
In this paper we present Horizon, Facebook's open source applied reinfor...
11/01/2018 ∙ by Jason Gauci, et al. ∙
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Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning
Deep artificial neural networks (DNNs) are typically trained via gradien...
12/18/2017 ∙ by Felipe Petroski Such, et al. ∙
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Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents
Evolution strategies (ES) are a family of black-box optimization algorit...
12/18/2017 ∙ by Edoardo Conti, et al. ∙
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