Search Results for author: Sohei Arisaka

Found 3 papers, 1 papers with code

Accelerating Legacy Numerical Solvers by Non-intrusive Gradient-based Meta-solving

1 code implementation5 May 2024 Sohei Arisaka, Qianxiao Li

Scientific computing is an essential tool for scientific discovery and engineering design, and its computational cost is always a main concern in practice.

Meta-Learning

Principled Acceleration of Iterative Numerical Methods Using Machine Learning

no code implementations17 Jun 2022 Sohei Arisaka, Qianxiao Li

Iterative methods are ubiquitous in large-scale scientific computing applications, and a number of approaches based on meta-learning have been recently proposed to accelerate them.

Meta-Learning

Gradient-based Meta-solving and Its Applications to Iterative Methods for Solving Differential Equations

no code implementations29 Sep 2021 Sohei Arisaka, Qianxiao Li

In science and engineering applications, it is often required to solve similar computational problems repeatedly.

Meta-Learning

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