DAG-Plan: Generating Directed Acyclic Dependency Graphs for Dual-Arm Cooperative Planning

Z Gao, Y Mu, J Qu, M Hu, L Guo, P Luo, Y Lu - arXiv preprint arXiv …, 2024 - arxiv.org
Dual-arm robots offer enhanced versatility and efficiency over single-arm counterparts by
enabling concurrent manipulation of multiple objects or cooperative execution of tasks using …

Large Language Models as Efficient Reward Function Searchers for Custom-Environment Multi-Objective Reinforcement Learning

G Xie, J Xu, Y Yang, S Zhang - arXiv preprint arXiv:2409.02428, 2024 - arxiv.org
Leveraging large language models (LLMs) for designing reward functions demonstrates
significant potential. However, achieving effective design and improvement of reward …