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Author

Shiqi Wang

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#artificial intelligence Preprint Oct 2026

Mind the Spatial Gap: A Benchmark for Geospatial Reasoning and Constrained Spatial Editing

Understanding and manipulating spatial relations is fundamental to AI systems that reason about physical environments and construct grounded world models. However, existing evaluations of multimodal large language models (MLLMs) for spatial reasoning rely predominantly on static question-answering (QA) over small-scale...

Zheng Ren, Yan-Ning Wang, Zi-Heng Huang et al. · 0 citations
Preprint Aug 2026

A Query-Time Framework for Transient 2D Pore-Scale Flow Prediction and Generative Design

Pore-scale flow governs transport and permeability behaviour in porous media engineering applications, yet repeated lattice Boltzmann method (LBM) simulation across many geometries and design queries remains costly for repeated deployment. This study formulates transient pore-scale flow prediction as a geometry-conditi...

Yi-Ming Wang, Jiale Zhu, Zhichen Ye et al. · 0 citations

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