Publications of Luca M. Ghiringhelli

L.M. Ghiringhelli:

L.M. Ghiringhelli:

E. Ahmetcik: Machine Learning of the Stability of Octet Binaries. Technische Universität Berlin

D. Speckhard, C. Carbogno, L.M. Ghiringhelli, S. Lubeck, M. Scheffler and C. Draxl: Extrapolation to complete basis-set limit in density-functional theory by quantile random-forest models., in press.

A. Leitherer, B.C. Yeo, C.H. Liebscher and L.M. Ghiringhelli: Automatic Identification of Crystal Structures and Interfaces via Artificial-Intelligence-based Electron Microscopy., in press.

L.M. Ghiringhelli, C. Baldauf, T. Bereau, S. Brockhauser, C. Carbogno, J. Chamanara, S. Cozzini, S. Curtarolo, C. Draxl, S. Dwaraknath, Á. Fekete, J. Kermode, C.T. Koch, M. Kühbach, A.N. Ladines, P. Lambrix, M.-O. Lenz-Himmer, S.V. Levchenko, M. Oliveira, A. Michalchuk, R. Miller, B. Onat, P. Pavone, G. Pizzi, B. Regler, G.-M. Rignanese, J. Schaarschmidt, M. Scheidgen, A. Schneidewind, T. Sheveleva, C. Su, D. Usvyat, O. Valsson, C. Wöll and M. Scheffler: Shared Metadata for Data-Centric Materials Science., in press.

T. Purcell, M. Scheffler, L.M. Ghiringhelli and C. Carbogno: Accelerating Materials-Space Exploration by Mapping Materials Properties via Artificial Intelligence: The Case of the Lattice Thermal Conductivity., in press.

L.M. Ghiringhelli: Interpretability of machine-learning models in physical sciences., in press.

A. Mazheika, Y. Wang, R. Valero, L.M. Ghiringhelli, F. Vines, F. Illas, S.V. Levchenko and M. Scheffler: Ab initio data-analytics study of carbon-dioxide activation on semiconductor oxide surfaces., in press.

C.M. Acosta, R. Ouyang, A. Fazzio, M. Scheffler, L.M. Ghiringhelli and C. Carbogno: Analysis of Topological Transitions in Two-dimensional Materials by Compressed Sensing., in press.

L.M. Ghiringhelli, C. Carbogno, S.V. Levchenko, F.R. Mohamed, G. Huhs, M. Lüders, M. Oliveira and M. Scheffler: Towards a Common Format for Computational Materials Science Data. (131), 1–16 (2016).

L.M. Ghiringhelli: An AI-toolkit to develop and share research into new material. Nature Reviews Physics 3, 724 (2021).