Shanghai Jiao Tong University

“Xian Nie — TARS Robotics / Shanghai Jiao Tong University — Equal first author with dual industrial-academic affiliation.”

“Traditional decoupled critics are prone to overfitting to background visual artifacts. Rather than evaluating the true physical contact consequences of the actions, these critics provide erroneous guidance to the dexterous VLA models.”