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model-free hierarchical reinforcement learning

technology1 mentionslast seen Nov 13, 2026

Existing approaches to learning hierarchical skills that require substantial data.

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AgentOWLsupersedesmodel-free hierarchical reinforcement learning78% confidence1 source

model-free hierarchical reinforcement learning

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AgentOWLsupersedesmodel-free hierarchical reinforcement learning

78% confidence1 supporting mentions

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preprintarXivNov 10, 2026Joint Learning of Hierarchical Neural Options and Abstract World Model
existing model-free hierarchical reinforcement algorithms need a lot of data. We propose a novel method, which we call AgentOWL...that jointly learns -- in a sample efficient way