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Feature Interaction Modeling for Physics-Informed Neural Networks and Neural Operators

arXiv cs.LG ↗ · 2026-08-03 缓存

This paper introduces feature interaction modules based on factorization machines into physics-informed neural networks and neural operators (FM-PINN, FM-Operator, FM-DeepONet) to better capture spatio-temporal variable couplings for solving parameterized PDEs, showing accuracy gains particularly on shock-dominated equations.

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