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Zi-Tuo Chen

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#machine learning Preprint Sep 2026

Learnable composition for neural operators

LatentDDM is identified as a promising design principle for physical foundation models that improves 20-step field rollouts in fast-pitching airfoil flow, both zero-shot and after few-shot calibration.

Zi-Tuo Chen, Bai-Ming Zhang, Si-Li Deng · 0 citations
Jul 2026

Neural operator discovery from heterogeneous trajectories

A factorized latent-conditioning formulation is introduced that jointly learns a neural operator and a low-dimensional latent representation through factorized prediction, trajectory-decoupled sampling, and dimension selection that enables generalization to previously unseen system instances.

Zi-Tuo Chen, Qiaofeng Li, Jia-Xin Hu et al. · 1 citation

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