Prof. Dr. Luca Ghiringhelli

Professur für Datenbasierte Materialmodellierung

A high-performance and portable implementation of the SISSO method for CPUs and GPUs (2025) Eibl S, Yao Y, Scheffler M, Rampp M, Ghiringhelli LM, Purcell TA Journal article Extrapolation to the complete basis-set limit in density-functional theory using statistical learning (2025) Speckhard DT, Carbogno C, Ghiringhelli LM, Lubeck S, Scheffler M, Draxl C Journal article Roadmap on data-centric materials science (2024) Bauer S, Benner P, Bereau T, Blum V, Boley M, Carbogno C, Catlow CA, et al. Journal article, Review article Discovering dynamic laws from observations: The case of self-propelled, interacting colloids (2024) Ruiz-Garcia M, Barriuso CMG, Alexander LC, Aarts DG, Ghiringhelli LM, Valeriani C Journal article How big is big data? (2024) Speckhard D, Bechtel T, Ghiringhelli L, Kuban M, Rigamonti S, Draxl C Journal article Automatic identification of crystal structures and interfaces via artificial-intelligence-based electron microscopy (2023) Leitherer A, Yeo BC, Liebscher CH, Ghiringhelli LM Journal article Accelerating materials-space exploration for thermal insulators by mapping materials properties via artificial intelligence (2023) Purcell TA, Scheffler M, Ghiringhelli LM, Carbogno C Journal article Shared metadata for data-centric materials science (2023) Ghiringhelli LM, Baldauf C, Bereau T, Brockhauser S, Carbogno C, Chamanara J, Cozzini S, et al. Journal article FAIR Research Data With NOMAD FAIRmat's Distributed, Schema-based Research-data Infrastructure to Harmonize RDM in Materials Science (2023) Scheidgen M, Brückner S, Brockhauser S, Ghiringhelli LM, Dietrich F, Mansour AE, Marquez JA, et al. Conference contribution Artificial-intelligence-driven discovery of catalyst genes with application to CO2 activation on semiconductor oxides (2022) Mazheika A, Wang YG, Valero R, Viñes F, Illas F, Ghiringhelli LM, Levchenko SV, Scheffler M Journal article