Publications of Lucas Foppa

Talk (16)

2022
Talk
Foppa, Lucas: Identifying Materials Genes of Properties and Functions via Artificial Intelligence.
(NOMAD Meeting, Revealing New and Novel Materials, Mechanisms, and Insights (a Perspective), Potsdam, Germany , Oct 2022).
Talk
Foppa, Lucas: Beyond a Single Description in Subgroup Discovery of Exceptional Materials: Coherent Collections of Rules Clustered by Similarity.
(NOMAD Workshop, Data-centric Cruising for New and Novel Materials, Mechanisms, and Insights, Kiel, Germany, Sep 2022).
Talk
Foppa, Lucas: Identifying Materials Genes of Properties and Functions via Artificial Intelligence.
(DPG Meeting of the Condensed Matter Section (SKM) 2022, Regensburg, Germany, Oct 2022).
2021
Talk
Foppa, Lucas: Identifying the Materials Genes of Heterogeneous Catalysis With Clean Experiments and Tailored Artificial Intelligence.
(Colloquium, ETH Zurich, Department of Chemistry and Applied Biosciences, Online Event, Dec 2021).

Working Paper (3)

2024
Working Paper
Foppa, Lucas and Matthias Scheffler: Coherent Collections of Rules Describing Exceptional Materials Identified with a Multi-Objective Optimization of Subgroups.
2023
Working Paper
Boley, Mario, Felix Luong, Simon Teshuva, Daniel F. Schmidt, Lucas Foppa and Matthias Scheffler: From Prediction to Action: The Critical Role of Proper Performance Estimation for Machine-Learning-Driven Materials Discovery.
Working Paper
Foppa, Lucas and Matthias Scheffler: Towards a Multi-Objective Optimization of Subgroups for the Discovery of Materials with Exceptional Performance.

Preprint (1)

2024
Preprint
Bauer, Stefan, Peter Benner, Tristan Bereau, Volker Blum, Mario Boley, Christian Carbogno, C.Richard A. Catlow, Gerhard Dehm, Sebastian Eibl, Ralph Ernstorfer, Adam Fekete, Lucas Foppa, Peter Fratzl, Christoph Freysoldt, Baptiste Gault, Luca M. Ghiringhelli, Sajal K. Giri, Anton Gladyshev, Pawan Goyal, Jason Hattrick-Simpers, Lara Kabalan, Petr Karpov, Mohammad S. Khorrami, Christoph Koch, Sebastian Kokott, Thomas Kosch, Igor Kowalec, Kurt Kremer, Andreas Leitherer, Yue Li, Christian H. Liebscher, Andrew J. Logsdail, Zhongwei Lu, Felix Luong, Andreas Marek, Florian Merz, Jaber R. Mianroodi, Jorg Neugebauer, Thomas A.R. Purcell, Dierk Raabe, Markus Rampp, Mariana Rossi, Jan-Michael Rost, Ulf Saalmann, Alaukik Saxena, Luigi Sbailo, Matthias Scheffler, Markus Scheidgen, Marcel Schloz, Daniel F. Schmidt, Simon Teshuva, Annette Trunschke, Ye Wei, Gerhard Weikum, R.Patrick Xian, Yi Yao and Meng Zhao: Roadmap on Data-Centric Materials Science.
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