Author

Xianglei Xing

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Preprint Aug 2026

History-informed Lagrangian Neural Networks

Grounded in the insight that temporal position sequences implicitly encode underlying dynamics, HiLNN employs a recurrent encoder to extract a latent context from history that not only reconstructs the unobserved initial velocity but also adaptively modulates the mass matrix, potential energy, and damping coefficients...

Tian-Shuo Zhang, Xianglei Xing, Wen-Zhe Zhai et al. · 1 citation

Open access Jul 2026

An Improved Generative Adversarial Network for Footprint Image Segmentation

Findings indicate that, under the controlled acquisition conditions of the aFoot_2025 dataset, CPCA-based feature calibration and dual-scale discrimination may improve segmentation-mask quality and provide a possible benefit for subsequent anthropometric analysis.

Dongliang Yang, Chang-Jiang Song, Xianglei Xing · Electronics · 0 citations