Ryan Murdock

Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices

Anthony Wang, Ryan Murdock, Steven K. Kauwe et al. · Chemistry of Materials · 2020 · 434 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +19

Compositionally restricted attention-based network for materials property predictions

Anthony Wang, Steven K. Kauwe, Ryan Murdock et al. · npj Computational Materials · 2021 · 218 citations · Full text

Can machine learning find extraordinary materials?

Steven K. Kauwe, Jake Graser, Ryan Murdock et al. · Computational Materials Science · 2019 · 110 citations

Artificial Intelligence, Materials Science, Engineering +6

Is Domain Knowledge Necessary for Machine Learning Materials Properties?

Ryan Murdock, Steven K. Kauwe, Anthony Wang et al. · Integrating materials and manufacturing innovation · 2020 · 91 citations

Artificial Intelligence, Engineering, Machine Learning +8

Generative adversarial networks and diffusion models in material discovery

Michael Alverson, Sterling G. Baird, Ryan Murdock et al. · Digital Discovery · 2023 · 69 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +11