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J. Lecompagnon

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#machine learning Preprint Sep 2026

Can Deep Learning Achieve Cross-Physics Mapping?

These findings demonstrate that deep learning can establish useful mappings between distinct physical modalities on a shared latent manifold, while the achievable accuracy remains fundamentally constrained by the direction-dependent information content of the governing physics.

Peng-Fei Zhu, J. Lecompagnon, Mathias Ziegler · 0 citations

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