Author

Xin Lin

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Preprint Sep 2026

Hierarchical Prompt Injector for Domain Generalization Segmentation

Considering the difficulty of learning spatially and semantically aware prompt injection, the Hierarchical Prompt Injector is proposed, which enables spatially adaptive prompt injection in foundation models and auxiliary supervision to align hierarchical prompts with their corresponding object regions is introduced.

Xin Lin, Ruo-Yu Guo, Jia-Qi Guo et al. · 0 citations

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, Shao-Teng Liu, Tian-Yu Wang et al. · 0 citations