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Satoshi Noguchi

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#machine learning May 2026

Mesh Field Theory: Port-Hamiltonian Formulation of Mesh-Based Physics

We present Mesh Field Theory (MeshFT) and its neural realization, MeshFT-Net: a structure-preserving framework for mesh-based continuum physics that cleanly separates the physics'topological structure from its metric structure. Imposing minimal physical principles (locality, permutation equivariance, orientation covari...

Satoshi Noguchi, Yoshinobu Kawahara · 0 citations

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