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#artificial intelligence Preprint Oct 2026

FoundPDE: A generative foundation model for data-driven symbolic discovery of partial differential equations

By amortizing symbolic discovery across equation families, FoundPDE shifts PDE discovery from per-dataset search toward a reusable pretrained model that extends to new physics with limited additional data, a step toward foundation models that uncover interpretable governing laws directly from scientific data.

Lang-Chen Liu, Jun-Ling Luo, Min Zhu et al. · 0 citations

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