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20202026
most citedImplicit low-rank Riemannian schemes for the time integration of stiff partial differential equations

7 citations · 19 across the 12 of their papers we have counts for

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cs.LG2026

Stiefel-AdamW: Geometry-Aware AdamW for Linear Factorization Blocks

Emanuele Zangrando, Marco Sutti, Francesco Tudisco

A pervasive structural pattern in modern deep learning is the linear factorization block: a submodule of the form in which two parameter matrices are multiplied directly,…

math.NA2026

Low-rank solutions to a class of parametrized systems using Riemannian optimization

Marco Sutti, Tommaso Vanzan

We propose a computational framework for computing low-rank approximations to the ensemble of solutions of a parametrized system of the form for multiple pa…