Solving Robotic Manipulation With Sparse Reward Reinforcement Learning Via Graph-Based Diversity and Proximity

Author:

Bing Zhenshan1ORCID,Zhou Hongkuan1ORCID,Li Rui2ORCID,Su Xiaojie2ORCID,Morin Fabrice O.1ORCID,Huang Kai3ORCID,Knoll Alois1ORCID

Affiliation:

1. Department of Informatics, Technical University of Munich, Munich, Germany

2. School of Automation, Chongqing University, Chongqing, China

3. School of Computer Science, Sun Yat-sen University, Guangzhou, China

Funder

H2020 Future and Emerging Technologies

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Control and Systems Engineering

Reference27 articles.

1. Exploration via hindsight goal generation;ren;Proc 33rd Conf Neural Inf Process Syst,0

2. Complex Robotic Manipulation via Graph-Based Hindsight Goal Generation

3. Prioritized experience replay;schaul;Proc Int Conf Learn Representations,0

4. Maximum entropy-regularized multi-goal reinforcement learning;zhao;Proc 36th Int Conf Mach Learn,0

5. Energy-based hindsight experience prioritization;zhao;Proc 2nd Conf Robot Learn,0

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1. MRHER: Model-based Relay Hindsight Experience Replay for Sequential Object Manipulation Tasks with Sparse Rewards;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

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3. Optimizing Dynamic Balance in a Rat Robot via the Lateral Flexion of a Soft Actuated Spine;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

4. Real-time Contact State Estimation in Shape Control of Deformable Linear Objects under Small Environmental Constraints;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

5. Contact Energy Based Hindsight Experience Prioritization;2024 IEEE International Conference on Robotics and Automation (ICRA);2024-05-13

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