Author

Shaoteng Liu

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Preprint Aug 2026

Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

This work introduces Latent Dynamics Reasoning (LDR), the first video world model that extrapolates learned dynamics beyond its training distribution and can even generalize under severe shift.

Haodong Li, Shaoteng Liu, Tianyu Wang et al. · 0 citations

Preprint Jul 2026

Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers

Chimera, a hybrid visual diffusion backbone with a principled scaling recipe that combines Kimi Delta Attention for long-context state tracking with O(N) complexity, interleaved Multi-head Latent Attention (MLA) for direct global interaction, and modality-aware short convolutions for local spatiotemporal context is introduced.

Chongjian Ge, Hanwen Jiang, Tianyu Wang et al. · 1 citation