Cong-Zhi Ren

Proactive Robot Assistance via Event-Driven Reasoning over State Changes

Assistance in collaborative manipulation is often initiated by user instructions, making high-level reasoning request-driven. In fluent human teamwork, however, partners often infer the next helpful step from the observed outcome of an action rather than waiting for instructions. Motivated by this, we investigate an ev...