One-Shot Learning of Stochastic Differential Equations with Computational Graph Completion. - Matthieu Darcy; Boumediene Hamzi; Giulia Livieri; Houman Owhadi; Peyman Tavallali (CoRR, 2022)

Kernel methods are competitive for operator learning. - Pau Batlle; Matthieu Darcy; Bamdad Hosseini; Houman Owhadi (J. Comput. Phys., 2024)

Solving Roughly Forced Nonlinear PDEs via Misspecified Kernel Methods and Neural Networks. - Ricardo Baptista; Edoardo Calvello; Matthieu Darcy; Houman Owhadi; Andrew M. Stuart; Xianjin Yang (CoRR, 2025)