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Sheng-Ming Wang

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#machine learning Preprint Oct 2026

GeoNIRS: Geometry-Aware Pretraining for Heterogeneous fNIRS Representation Learning

Functional near-infrared spectroscopy (fNIRS) provides portable and spatially localized measurements of cortical hemodynamics, but differences in channel count, probe layout, signal distribution, and task type hinder joint pretraining across datasets. We introduce GeoNIRS, a geometry-aware framework that uses source-de...

Zong-Sheng Li, Sheng-Yuan Zhu, Zi-Mo Zhang et al. · 1 citation · ⚡1

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