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Wang-Zhi Zhan

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#artificial intelligence Preprint Sep 2026

ReGDiff: Guided Diffusion in Regulated Latent Space for Exploring Metamaterial Voxel Geometry

Metamaterials are artificially engineered structures whose mechanical and physical behaviors are strongly shaped by geometry rather than composition. Voxel representation provides a unified format for metamaterial geometry generation, as it can express diverse classes such as truss, shell, and porous structures within...

Wang-Zhi Zhan, Jian-Peng Chen, Dong-Qi Fu et al. · 0 citations

Book Open access Aug 2026

DuetDA: Decomposed and Dynamic Data Attribution with Model-State Gating for Accelerated Scientific Endeavors

Scientific datasets, such as materials and molecular datasets, are often large, complex, and open-ended, posing a core challenge for data efficiency and model training. While data attribution (DA) offers a principled way to score and select samples for efficient learning, we identify a fundamental misalignment between...

Jianpeng Chen, Wangzhi Zhan, Haohui Wang et al. · Proceedings of the 32nd ACM... · 0 citations