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📄 ResearchMay 13, 2026

Unified generalization analysis for physics informed neural networks

Physics-Informed Neural Networks (PINNs) and their variational counterparts (VPINNs) are neural networks that incorporate physical laws, making them useful for scientific problems. Existing generalization analyses for PINNs and VPINNs remain limited, often requiring restrictive assumptions such as s...

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Source

http://arxiv.org/abs/2605.13260v1