Textual Belief States for World Models: Identifiable Representation Learning Under Strict Mediation

Xiang Gao, Kaiwen Dong, Yuguang Yao +2

World models in partially observed environments rely on latent representations that summarize interaction history, but in many modern LLM-based architectures predictive performance…