ProAct-VLM: Pre-Failure Vision-Language Task Replanning with Continuous Perception Feedback

Long-horizon robotic tasks are vulnerable to unexpected environmental changes that can render planned actions ineffective or unsafe. To address this, robots must detect such changes as they occur, interpret their impact, and adjust their actions accordingly.

From the abstract. Our summary is in progress.