SATOSHI NOGUCHI

2 accepted papers

2026

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

ICML 2026poster

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 equivarianc…

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2025

Wavy Transformer

Satoshi Noguchi, Yoshinobu Kawahara

NeurIPS 2025poster

Transformers have achieved remarkable success across natural language processing (NLP) and computer vision (CV). However, deep transformer models often suffer from an over-smoothing issue, in which token representations converge to similar values as they pass through successive transformer blocks. I…

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