Using Machine Learning at Scale in HPC Simulations with SmartSim: An Application to Ocean Climate Modeling. - Sam Partee; Matthew Ellis; Alessandro Rigazzi; Scott Bachman; Gustavo Marques; Andrew Shao; Benjamin Robbins (CoRR, 2021)

Using Machine Learning at scale in numerical simulations with SmartSim: An application to ocean climate modeling. - Sam Partee; Matthew Ellis; Alessandro Rigazzi; Andrew Shao; Scott Bachman; Gustavo Marques; Benjamin Robbins (J. Comput. Sci., 2022)

In Situ Framework for Coupling Simulation and Machine Learning with Application to CFD. - Riccardo Balin; Filippo Simini; Cooper Simpson; Andrew Shao; Alessandro Rigazzi; Matthew Ellis; Stephen Becker; Alireza Doostan; John A. Evans; Kenneth E. Jansen (CoRR, 2023)

Combining Machine Learning with Computational Fluid Dynamics using OpenFOAM and SmartSim. - Tomislav Maric; Mohammed Elwardi Fadeli; Alessandro Rigazzi; Andrew Shao; Andre Weiner (CoRR, 2024)

Towards Experiment Execution in Support of Community Benchmark Workflows for HPC. - Gregor von Laszewski; Wesley Brewer; Sean R. Wilkinson; Andrew Shao; Jacques Phillipe Fleischer; Harshad Pitkar; Christine R. Kirkpatrick; Geoffrey C. Fox (CoRR, 2025)