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arXiv cs.RO· Kefei Zhu, Lingyun Xu, Yue Xin, Xiaoqi Li, Caixin Guo, Xincheng Du, Yuanpei Chen, Yaodong Yang, Hao Dong·· 8 天前AI 评分62

ResMerge:用残差策略学习与合并实现预训练机器人策略的持续适配

ResMerge: Residual Policy Learning and Merging for Continual Adaptation of Pre-trained Robot Policies

AI 导读

ResMerge 提出两阶段框架,在冻结的预训练策略之上学习可合并的残差策略:残差强化学习在适配阶段无需额外专家示教即可获得任务特定修正,参数空间合并则整合兼容残差以减少存储参数。

来源:arXiv cs.RO · arxiv.org