Yicheng Zhu

Behavior-driven evaluation reveals that no learned predictor outperforms a constant-velocity reference in emergency vehicle scenarios, exposing critical gaps in current models.

muSync-GS achieves unprecedented realism in driving video synthesis by synchronizing vehicle dynamics with environmental changes, ensuring that every scene edit reflects true physical interactions.