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Manipulation skill learning on multi-step complex task based on explicit and implicit curriculum learning

delete2021-05-24
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PRE
AI
N
Naijun Liu
鲁
鲁涛 (Tao Lu) *
蔡
蔡莹皓 (Yinghao Cai)
R
Rui Wang
S
Shuo Wang
DOI:10.1007/s11432-019-2648-7delete
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摘要

摘要

En 中文
Conclusion We proposed a TATD-HER curriculum learning method to learn manipulation skills on multi-step complex tasks. The method addresses the complicated task with both explicit and implicit curriculum learning mechanisms. The experimental results demonstrate the effectiveness of our proposed TATD-HER method and show that the combination of explicit and implicit curriculum learning techniques is crucial for learning complex manipulation skills. Future work involves applying our method to more complex tasks.
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期刊

Science China Information Sciences 封面图
Science China Information Sciences
IF:
7.6
论文数:
4.9K
被引数:
8.9K

机构

C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
引用论文

引用论文

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PREAI
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