Luca M. Ghiringhelli - Publications, H-index & Citations

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Luca M. Ghiringhelli

Max Planck Society

36H-index

189Paper Count

6.7KCitation Count

Published Papers 47

Publication Date

A high-performance and portable implementation of the SISSO method for CPUs and GPUs

Machine Learning: Science and Technology

IF0

2025-10-07

OAAI

Sebastian Eibl; Yi Yao; Matthias Scheffler; Markus Rampp; Luca M Ghiringhelli; Thomas A R Purcell

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Extrapolation to the complete basis-set limit in density-functional theory using statistical learning

PHYSICAL REVIEW MATERIALS

IF3.4

2025-01-13

OAAI

Speckhard, Daniel T.; Carbogno, Christian; Ghiringhelli, Luca M.; Lubeck, Sven; Scheffler, Matthias; Draxl, Claudia

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How big is big data?

FARADAY DISCUSSIONS

IF3.1

2025-01-01

OAAI

Speckhard, Daniel; Bechtel, Tim; Ghiringhelli, Luca M.; Kuban, Martin; Rigamonti, Santiago; Draxl, Claudia

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Automatic identification of crystal structures and interfaces via artificial-intelligence-based electron microscopy

NPJ COMPUTATIONAL MATERIALS

IF11.9

2023-10-02

OAAI

Leitherer, Andreas; Yeo, Byung Chul; Liebscher, Christian H.; Ghiringhelli, Luca M.

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Recent advances in the SISSO method and their implementation in the SISSO plus plus code

JOURNAL OF CHEMICAL PHYSICS

IF3.1

2023-09-18

OAAI

Purcell, Thomas A. R.; Scheffler, Matthias; Ghiringhelli, Luca M.

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Accelerating materials-space exploration for thermal insulators by mapping materials properties via artificial intelligence

NPJ COMPUTATIONAL MATERIALS

IF11.9

2023-06-24

OAAI

Purcell, Thomas A. R.; Scheffler, Matthias; Ghiringhelli, Luca M.; Carbogno, Christian

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The NOMAD Artificial-Intelligence Toolkit: turning materials-science data into knowledge and understanding

NPJ COMPUTATIONAL MATERIALS

IF11.9

2022-12-05

OAAI

Sbailo, Luigi; Fekete, Adam; Ghiringhelli, Luca M.; Scheffler, Matthias

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Numerical quality control for DFT-based materials databases

NPJ COMPUTATIONAL MATERIALS

IF11.9

2022-04-19

OAAI

Carbogno, Christian; Thygesen, Kristian Sommer; Bieniek, Bjoern; Draxl, Claudia; Ghiringhelli, Luca M.; Gulans, Andris; Hofmann, Oliver T.; Jacobsen, Karsten W.; Lubeck, Sven; Mortensen, Jens Jorgen; Strange, Mikkel; Wruss, Elisabeth; Scheffler, Matthias

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Finding predictive models for singlet fission by machine learning

NPJ COMPUTATIONAL MATERIALS

IF11.9

2022-04-19

OAAI

Liu, Xingyu; Wang, Xiaopeng; Gao, Siyu; Chang, Vincent; Tom, Rithwik; Yu, Maituo; Ghiringhelli, Luca M.; Marom, Noa

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Learning Design Rules for Selective Oxidation Catalysts from High-Throughput Experimentation and Artificial Intelligence

ACS CATALYSIS

IF13.1

2022-01-31

OAAI

Foppa, Lucas; Sutton, Christopher; Ghiringhelli, Luca M.; De, Sandip; Loeser, Patricia; Schunk, Stephan A.; Schaefer, Ansgar; Scheffler, Matthias

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Artificial-intelligence-driven discovery of catalyst genes with application to CO2 activation on semiconductor oxides

NATURE COMMUNICATIONS

IF15.7

2022-01-20

OAAI

Mazheika, Aliaksei; Wang, Yang-Gang; Valero, Rosendo; Vines, Francesc; Illas, Francesc; Ghiringhelli, Luca M.; Levchenko, Sergey, V; Scheffler, Matthias

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Robust recognition and exploratory analysis of crystal structures via Bayesian deep learning

NATURE COMMUNICATIONS

IF15.7

2021-10-29

OAAI

Leitherer, Andreas; Ziletti, Angelo; Ghiringhelli, Luca M.

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Materials genes of heterogeneous catalysis from clean experiments and artificial intelligence

MRS BULLETIN

IF4.9

2021-10-01

OAAI

Foppa, Lucas; Ghiringhelli, Luca M.; Girgsdies, Frank; Hashagen, Maike; Kube, Pierre; Havecker, Michael; Carey, Spencer J.; Tarasov, Andrey; Kraus, Peter; Rosowski, Frank; Schlogl, Robert; Trunschke, Annette; Scheffler, Matthias

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Data-driven equation for drug-membrane permeability across drugs and membranes (vol 154, 244114, 2021)

JOURNAL OF CHEMICAL PHYSICS

IF3.1

2021-07-19

PREAI

Dutta, Arghya; Vreeken, Jilles; Ghiringhelli, Luca M.; Bereau, Tristan

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Data-driven equation for drug-membrane permeability across drugs and membranes

JOURNAL OF CHEMICAL PHYSICS

IF3.1

2021-06-29

OAAI

Dutta, Arghya; Vreeken, Jilles; Ghiringhelli, Luca M.; Bereau, Tristan

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Investigating the ranges of (meta)stable phase formation in (InxGa1-x)2O3: Impact of the cation coordination

PHYSICAL REVIEW MATERIALS

IF3.4

2020-12-04

OAAI

Wouters, C.; Sutton, C.; Ghiringhelli, L. M.; Markurt, T.; Schewski, R.; Hassa, A.; von Wenckstern, H.; Grundmann, M.; Scheffler, M.; Albrecht, M.

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Identifying domains of applicability of machine learning models for materials science

NATURE COMMUNICATIONS

IF15.7

2020-09-04

OAAI

Sutton, Christopher; Boley, Mario; Ghiringhelli, Luca M.; Rupp, Matthias; Vreeken, Jilles; Scheffler, Matthias

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Crowd-sourcing materials-science challenges with the NOMAD 2018 Kaggle competition

NPJ COMPUTATIONAL MATERIALS

IF11.9

2019-11-18

OAAI

Sutton, Christopher; Ghiringhelli, Luca M.; Yamamoto, Takenori; Lysogorskiy, Yury; Blumenthal, Lars; Hammerschmidt, Thomas; Golebiowski, Jacek R.; Liu, Xiangyue; Ziletti, Angelo; Scheffler, Matthias

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Determining surface phase diagrams including anharmonic effects

PHYSICAL REVIEW B

IF3.7

2019-11-14

OAAI

Zhou, Yuanyuan; Scheffler, Matthias; Ghiringhelli, Luca M.

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Viewpoint: Atomic-Scale Design Protocols toward Energy, Electronic, Catalysis, and Sensing Applications

INORGANIC CHEMISTRY

IF4.7

2019-10-31

OAAI

Belviso, Florian; Claerbout, Victor E. P.; Comas-Vives, Aleix; Dalal, Naresh S.; Fan, Feng-Ren; Filippetti, Alessio; Fiorentini, Vincenzo; Foppa, Lucas; Franchini, Cesare; Geisler, Benjamin; Ghiringhelli, Luca M.; Gross, Axel; Hu, Shunbo; Iniguez, Jorge; Kauwe, Steven Kaai; Musfeldt, Janice L.; Nicolini, Paolo; Pentcheva, Rossitza; Polcar, Tomas; Ren, Wei; Ricci, Fabio; Ricci, Francesco; Sen, Huseyin Sener; Skelton, Jonathan Michael; Sparks, Taylor D.; Stroppa, Alessandro; Urru, Andrea; Vandichel, Matthias; Vavassori, Paolo; Wu, Hua; Yang, Ke; Zhao, Hong Jian; Puggioni, Danilo; Cortese, Remedios; Cammarata, Antonio

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Research Directions