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Author

Taku Komura

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

From Surfaces to Volumes: Registered Geometry for Protein Representation Learning

Existing protein geometry models typically represent molecular surfaces using local geometric features such as sampled points, normals, and curvature. While effective for capturing exposed molecular shape, these representations do not explicitly model the volumetric organization beneath the surface or provide a consist...

Si-Yuan Chen, Cai Zhou, Jin-Rui Zhang et al. · 0 citations
Book Open access Jul 2026

Autoregressive B-Rep Shape Generation with Parametric Surfaces

Generative CAD modeling has broad design and application potential. Despite significant advances in Boundary Representation (B-Rep) generation, the dominant representation in CAD, existing methods largely depend on uniformly sampled point- or grid-based geometry representations, sacrificing native surface types and par...

Dafei Qin, Rui Xu, Zeyu Shen et al. · 2 citations

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