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cs.RO2025
Hierarchical Reinforcement Learning for Safe Mapless Navigation with Congestion Estimation
Jianqi Gao, Xizheng Pang, Qi Liu +1
Reinforcement learning-based mapless navigation holds significant potential. However, it faces challenges in indoor environments with local minima area. This paper introduces a saf…
cs.RO2023★ 1 cited
RDE: A Hybrid Policy Framework for Multi-Agent Path Finding Problem
Jianqi Gao, Yanjie Li, Xiaoqing Yang +1
Multi-agent path finding (MAPF) is an abstract model for the navigation of multiple robots in warehouse automation, where multiple robots plan collision-free paths from the start t…