2 papers
cond-mat.mtrl-sci2024
Roadmap on Data-Centric Materials Science
Stefan Bauer, Peter Benner, Tristan Bereau +58
Science is and always has been based on data, but the terms "data-centric" and the "4th paradigm of" materials research indicate a radical change in how information is retrieved, h…
cond-mat.mtrl-sci2023
From Prediction to Action: Critical Role of Performance Estimation for Machine-Learning-Driven Materials Discovery
Mario Boley, Felix Luong, Simon Teshuva +3
Materials discovery driven by statistical property models is an iterative decision process, during which an initial data collection is extended with new data proposed by a model-in…