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Author

Ya-Ming Ou

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Review Aug 2026

Learning-Based Motion Planning for Dynamic Environments: From Foundational Algorithms to Emerging Paradigms

A role-of-learning taxonomy is proposed that categorizes existing methods according to how learning participates in the planning pipeline, including direct policy learning, learning-augmented classical planning, hybrid planning, and training enhancement methods.

Zong-Yuan Shen, Shalabh Gupta, Shan-Cheng Zhao et al. · 1 citation

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