Yue Huang

MobileVLA-R1 2.0: RL-Enhanced Reasoning for Mobile Robot Control

This work proposes MobileVLA-R1 2.0, an RL-enhanced VLA framework that explicitly couples structured embodied reasoning with executable mobile robot control, and introduces a reasoning-conditioned action decoder that maps multimodal reasoning representations to task-level action targets, which are subsequently translat...