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Xiao-Da Wang

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#machine learning Preprint Sep 2026

DevelopmentODE: Structured Neural ODEs for Early Brain Development Dynamics Across a Decade

A structured continuous-time framework that organizes population- and subject-specific variation within a shared developmental geometry while allowing the governing dynamics to evolve with age is proposed, which consistently outperforms competing baselines across short- and long-horizon predictions.

Kai-Qiao Han, Haitao Chen, B. Quah et al. · 0 citations
#artificial intelligence Preprint Sep 2026

PPG-LM: A Photoplethysmography-Language Model with Multi-Level Clinical Alignment

Photoplethysmography (PPG) is widely recorded by clinical monitors and consumer wearables, providing a scalable source of continuous physiological information. These recordings offer an opportunity for physiological assessment at scale, but realizing this potential requires models to learn from both signal-derived phys...

Xiao-Da Wang, Min-Xiao Wang, Maxwell A. Xu et al. · 0 citations

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