Huiqiong Li

RoboTrustBench: Benchmarking the Trustworthiness of Video World Models for Robotic Manipulation

It is found that current models often generate visually coherent videos, but struggle with constraint reasoning, counterfactual grounding, physical interaction, and unsafe-instruction suppression, and results show that visual quality and surface-level instruction following are insufficient for trustworthy robotic video world modeling.