#Motion-Language Alignment (1)

A Unified Inertial Encoder for Human and Humanoid Motion

A shared kinematic-IMU interface jointly learns velocity estimation and motion-text alignment from human and retargeted humanoid motion, enabling zero-shot Unitree G1 deployment without robot-specific training.