"au:"Tomasz Służalec"" — arXiv2 Search

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"au:"Tomasz Służalec"" — arXiv2 Search

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Apr 16, 2026Python library supporting Discrete Variational Formulations and training solutions with Collocation-based Robust Variational Physics Informed Neural Networks (DVF-CRVPINN)Nov 23, 2024Stabilization of isogeometric finite element method with optimal test functions computed from $L_2$ norm residual minimization Jan 4, 2024Collocation-based Robust Variational Physics-Informed Neural Networks (CRVPINN)Dec 24, 2022Automatic stabilization of finite-element simulations using neural networks and hierarchical matrices Sep 13, 2022Quasi-optimal $hp$-finite element refinements towards singularities via deep neural network prediction Apr 21, 2026Wildfires Quasi-Implicit Alternative-Direction Simulations using Isogeometric Finite Element Method Apr 22, 2026CO$_2$ sequestration hybrid solver using isogeometric alternating-directions and collocation-based robust variational physics informed neural networks (IGA-ADS-CRVPINN)