@article{languageguidedlonghorizonmanipulationwit, title = {Language-Guided Long Horizon Manipulation with LLM-based Planning and Visual Perception}, author = {Changshi Zhou and Haichuan Xu and Ningquan Gu and Zhipeng Wang and Bin Cheng and Pengpeng Zhang and Yanchao Dong and Mitsuhiro Hayashibe and Yanmin Zhou and Bin He}, year = {2025}, eprint = {2509.02324}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.02324}, }