Search Results for author: Theron T. Trout

Found 1 papers, 0 papers with code

TopoNav: Topological Navigation for Efficient Exploration in Sparse Reward Environments

no code implementations6 Feb 2024 Jumman Hossain, Abu-Zaher Faridee, Nirmalya Roy, Jade Freeman, Timothy Gregory, Theron T. Trout

Additionally, TopoNav incorporates intrinsic motivation to guide exploration toward relevant regions and frontier nodes in the topological map, addressing the challenges of sparse extrinsic rewards.

Efficient Exploration Hierarchical Reinforcement Learning

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