Goal-oriented autonomous decision-making for social robots via collaborative interactive inverse reinforcement learning approach

Abstract Since the practical constraints of unknown pedestrian goal information, research on inverse reinforcement learning (IRL) applied to social robots has focused on trajectory planning based on current motion direction, other pedestrians, and obstacles. However, social robots typically have cle...

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Bibliographic Details
Main Authors: Mingyue Luo, Hui Li, Wanbo Luo, Hewei Li, Jianan Li
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-11412-0
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