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

delete2021-05-24
delete12
PRE
AI
N
Naijun Liu
鲁涛 (Tao Lu) *
蔡莹皓 (Yinghao Cai)
R
Rui Wang
S
Shuo Wang
DOI:10.1007/s11432-019-2648-7delete
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Abstract

Abstract

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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Journal

Science China Information Sciences cover
Science China Information Sciences
IF:
7.6
Papers:
4.9K
Citations:
8.9K

Organization

C
chinese academy of sciences
Scholars:
56.0W
Papers: 44.8W
Citations: 704