Research

Research

• Graph neural networks

• Model-based deep learning

• Numerics-informed neural networks

• Reduced order models

• Parareal time integrators based AI

• Inverse problems

Publications

A. Celaya, K. Kirk, D. Fuentes, B. Riviere. ''Solutions to elliptic and parabolic problems via finite difference based unsupervised small linear convolutional neural networs'', Computers and Mathematics with Applications, 174, 31-42, 2024, doi