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Zhi-Yang Liu

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#artificial intelligence Preprint Oct 2026

Learning Intrinsic Dynamics in Latent World Models

Learning intrinsic dynamics---the relationship between actions and their consequences---is essential for world models. However, visual variations unrelated to the underlying control process can obscure this relationship in learned representations. We investigate the connection between action predictability, defined as...

Jia-Min Shi, Yuan-Hong Zhang, Zhi-Yang Liu et al. · 0 citations

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