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Ya-Peng Tian

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#machine learning Preprint Sep 2026

Heat Field Signatures: From Point Clouds to Smooth Geometry

HFS turns a classical heat field into a practical interface for multiscale geometric analysis in modern point-cloud learning, and introduces the Heat Dimension Spectrum (HDS), a compact summary of multiscale geometric composition.

Yuan-Qing Wang, Ya-Peng Tian, B. Coskunuzer · 0 citations