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Taku Komura

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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

ParaCAD is presented, an autoregressive framework for point-cloud-conditioned B-Rep generation that directly operates on native parametric surfaces and introduces a surface-centric tokenization that explicitly encodes each face by its exact surface type and continuous parameters, preserving the intrinsic semantics of C...

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

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