Zhu, Y.; Shao, R.; Liu, Z.; He, J.; Liu, J.; Wang, J.; Yu, Z. H-GAR: A Hierarchical Interaction Framework via Goal-Driven Observation-Action Refinement for Robotic Manipulation. AAAI 2026, 40, 18882-18890.