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Multi-agent hierarchical reinforcement learning for energy management
Applied Energy, 2023I. Jendoubi, F. Bouffard
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Emergent Hierarchical Reasoning in LLMs through Reinforcement Learning
arXiv.orgReinforcement Learning (RL) has proven highly effective at enhancing the complex reasoning abilities of Large Language Models (LLMs), yet underlying mechanisms driving this success remain largely opaque. Our analysis reveals that puzzling phenomena like `
Haozhe Wang +5 more
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Hierarchical reinforcement learning based energy management strategy for hybrid electric vehicle
, 2022Chunyang Qi +8 more
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Partial Order Hierarchical Reinforcement Learning
2008In this paper the notion of a partial-order plan is extended to task-hierarchies. We introduce the concept of a partial-order task-hierarchy that decomposes a problem using multi-tasking actions. We go further and show how a problem can be automatically decomposed into a partial-order task-hierarchy, and solved using hierarchical reinforcement learning.
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Hierarchical reinforcement learning for transportation infrastructure maintenance planning
Reliability Engineering & System Safety, 2023Zachary Hamida, J. Goulet
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Hierarchical reinforcement learning with adaptive scheduling for robot control
Engineering applications of artificial intelligence, 2023Zhigang Huang, QUAN LIU, Fei Zhu
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Scalable evolutionary hierarchical reinforcement learning
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2022Sasha Abramowitz, Geoff Nitschke
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