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Li-Xuan Zhang

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Nov 2026

Improving Policy Learning via Language-Guided State Representation in World Models

World models have emerged as powerful technology for facilitating policy learning in robotics by providing predictive representations of environmental dynamics. A crucial component of such models is the internal state representation, which serves as a bridge between observation, decision-making, and future state predic...

Li-Xuan Zhang, Meina Kan, Shiguang Shan et al. · 0 citations

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