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Qinghui Zhang

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#machine learning May 2026

WINO: A Weak-Form Physics Informed Neural Operator for Hyperelasticity on Variable Domains

Numerical benchmarks show substantial accuracy of WINO together with total training times of about 15%-70% of those of supervised $\varphi$-FEM-FNO across all cases, without requiring reference-solution generation.

Bokai Zhu, Yizheng Wang, Qinghui Zhang et al. · arXiv.org · 1 citation