Author

Lang-Chen Liu

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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

#artificial intelligence Review Oct 2026

SciExam for ENSO: Can AI Agents Build Climate Models?

The SciExam for ENSO can evaluate agent research where no answer is known, and the results suggest that agents can already build competitive models whose structures bear on questions that scientists still debate.

Yin-Lin Zhang, Lang-Chen Liu, Dong-Bin Xiu et al. · 0 citations