@article{hgarahierarchicalinteractionframeworkvia, title = {H-GAR: A Hierarchical Interaction Framework via Goal-Driven Observation-Action Refinement for Robotic Manipulation}, author = {Yijie Zhu and Rui Shao and Ziyang Liu and Jie He and Jizhihui Liu and Jiuru Wang and Zitong Yu}, year = {2025}, eprint = {2511.17079}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.17079}, }