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News/Mitigating Gradient Pathology in PINNs through Aligned Constraint
arxiv
PublishedMay 26, 2026 at 4:00 AM

Mitigating Gradient Pathology in PINNs through Aligned Constraint

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arXiv:2605.25001v1 Announce Type: new Abstract: While Physics-Informed Neural Networks (PINNs) are powerful for solving Partial Differential Equations (PDEs), their training is often paralyzed by gradient pathology. The gradients from the PDE residuals and boundary constraints oppose each other, tra

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