Author

Yuanhong Zhang

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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

Preprint Aug 2026

LLaVAFlow: Preserving Latent Alignment Flow for Parameter-Efficient Multimodal Fine-Tuning

This work argues that cross-modal alignment is implicitly captured in the information-compression trajectory, and proposes LLaVAFlow, an information-theoretic distillation framework that preserves alignment flow and enhances both downstream performance and generalization.

Mu-Yao Yuan, Mu-Yan Jiao, Jiang-Yong Ying et al. · 0 citations