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Advanced Remanufacturing & Technology Centre

Singapore

1 paper here25 citations across 1
fields
  • cs.RO1
ROR 04hmssf27OpenAlex

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most citedIPAPRec: A promising tool for learning high-performance mapless navigation skills with deep reinforcement learning

25 citations

researchers with a paper here
  • Kai Ren1 · h 5
  • Ning Liu1 · h 16
  • Pengfei Wang1 · h 19
  • Wei Zhang1 · h 11
  • Yunfeng Zhang1 · h 8
collaborating institutions
  • National University of SingaporeSG1 paper
  • Temasek LaboratoriesSG1 paper
  • Zhejiang UniversityCN1 paper

1 paper

cs.RO2021★ 25 cited

IPAPRec: A promising tool for learning high-performance mapless navigation skills with deep reinforcement learning

Wei Zhang, Yunfeng Zhang, Ning Liu +2

This paper studies how to improve the generalization performance and learning speed of the navigation agents trained with deep reinforcement learning (DRL). Although DRL exhibits h…

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