Publications & Proceedings

Deep Ritz
Anton Selitskiy, David Millard
Deep Ritz Method for Elliptic Differential-Difference Equations
Proceedings of the AMS Spring Eastern Sectional Meeting, 2025.
Koopman Operator
David Millard, Arielle Carr, Stéphane Gaudreault
Deep Learning for Koopman Operator Estimation in Idealized Atmospheric Dynamics
Proceedings of the 2024 IEEE International Conference on Big Data.
Initial Guess Selection
David Millard, Arielle Carr, Stéphane Gaudreault
Data-Driven Initial Guess Selection for Numerical Weather Prediction Solvers
Proceedings of the 2024 IEEE International Conference on Big Data.

Preprints

PEARL: Preconditioner Enhancement
David Millard, Arielle Carr, Stéphane Gaudreault, Ali Baheri
PEARL: Preconditioner Enhancement through Actor-critic Reinforcement Learning
Preprint.
DEF: Diffusion-augmented
David Millard, Arielle Carr, Stéphane Gaudreault, Ali Baheri
DEF: Diffusion-augmented Ensemble Forecasting
Preprint.