2026
Language-Grounded Decoupled Action Representation for Robotic Manipulation
CVPR 2026
The heterogeneity between high-level vision-language understanding and low-level action control remains a fundamental challenge in robotic manipulation. Although recent methods have advanced task-specific action alignment, they often struggle to generate robust and accurate actions for novel or sema