Qi-Zhou Huang

SLA: Scaling Spatial-Language-Action Model via Continual Pre-training

Reliable robotic manipulation requires both semantic understanding and precise control in three-dimensional space. However, vision-language-action (VLA) foundations largely inherit visual representations from 2D vision-language pre-training, while spatial supervision is often introduced only during task-specific adapta...