Open Digital Infrastructure
Group Leaders
Overview of the technology powering MARVEL’s “Simulation-as-a-Service” digital infrastructure.
Graphical representation of the provenance of all data and simulations tracked by AiiDA for one of the MARVEL high-throughput project on the discovery of novel 2D materials.
Related publications (until January 2026)
- N. F. Schmitz, B. Ploumhans, M. F. Herbst, Algorithmic differentiation for plane-wave DFT: materials design, error control and learning model parameters, npj Computational Materials 12, 6 (2026). [Open Access URL]
Dataset on Zenodo.
Group(s): Herbst / Project(s): P3 - X. Wang, E. Bainglass, M. Bonacci, A. Ortega-Guerrero, L. Bastonero, M. Bercx, P. Bonfà, R. De Renzi, D. Du, P. N. O. Gillespie, M. A. Hernández-Bertrán, D. Hollas, S. P. Huber, E. Molinari, I. J. Onuorah, N. Paulish, D. Prezzi, J. Qiao, T. Reents, C. J. Sewell, I. Timrov, A. V. Yakutovich, J. Yu, N. Marzari, C. A. Pignedoli, G. Pizzi, Making atomistic materials calculations accessible with the AiiDAlab Quantum ESPRESSO app, npj Computational Materials 12, 72 (2026). [Open Access URL]
Code on GitHub.
Code on GitHub.
Group(s): Marzari, Pignedoli, Pizzi / Project(s): P3, P4 - F. Suter, T. Coleman, İ. Altintaş, R. M. Badia, B. Balis, K. Chard, I. Colonnelli, E. Deelman, P. Di Tommaso, T. Fahringer, C. Goble, S. Jha, D. S. Katz, J. Köster, U. Leser, K. Mehta, H. Oliver, J. Peterson, G. Pizzi, L. Pottier, R. Sirvent, E. Suchyta, D. Thain, S. R. Wilkinson, J. M. Wozniak, R. Ferreira da Silva, A terminology for scientific workflow systems, Future Generation Computer Systems 174, 107974 (2026). [Open Access URL]
Group(s): Pizzi / Project(s): P3 - A. Mazitov, S. Chorna, G. Fraux, M. Bercx, G. Pizzi, S. De, M. Ceriotti, Massive Atomic Diversity: a compact universal dataset for atomistic machine learning, Scientific Data 12, 1857 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Ceriotti, Pizzi / Project(s): P2, P3 - M. Bercx, S. Poncé, Y. Zhang, G. Trezza, A. G. Ghezeljehmeidan, L. Bastonero, J. Qiao, F. O. von Rohr, G. Pizzi, E. Chiavazzo, N. Marzari, Charting the Landscape of Bardeen-Cooper-Schrieffer Superconductors in Experimentally Known Compounds, PRX Energy 4, 033012 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - X. Li, X. Wang, A. Beck, M. Artsiusheuski, Q. Liu, Q. Liu, H. Eliasson, F. Krumeich, U. Aschauer, G. Pizzi, R. Erni, J. A. van Bokhoven, L. Artiglia, Quantifying electronic and geometric effects on the activity of platinum catalysts for water-gas shift, Nature Communications 16, 6641 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi, Aschauer / Project(s): P3, P4, DD5 - L. Bastonero, C. Malica, E. Macke, M. Bercx, S. Huber, I. Timrov, N. Marzari, First-principles Hubbard parameters with automated and reproducible workflows, npj Computational Materials 11, 183 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - S. J. Blundell, M. Bonacci, P. Bonfà, R. De Renzi, B. M. Huddart, T. Lancaster, L. M. Liborio, I. J. Onuorah, G. Pizzi, F. L. Pratt, J. M. Wilkinson, Electronic structure calculations for muon spectroscopy*, Electronic Structure 7, 023001 (2025).[Open Access URL]
Group(s): Pizzi / Project(s): P3, P4 - S. K. Steensen, T. S. Thakur, M. Dillenz, J. M. Carlsson, C. R. C. Rêgo, E. Flores, H. Hajiyani, F. Hanke, J. M. G. Lastra, W. Wenzel, N. Marzari, T. Vegge, G. Pizzi, I. E. Castelli, The Interoperability Challenge in DFT Workflows Across Implementations, arXiv:2511.11524 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - Y. Jiang, J. Qiao, N. Paulish, W. Zhao, N. Marzari, G. Pizzi, Robust Wannierization including magnetization and spin-orbit coupling via projectability disentanglement, npj Computational Materials 11, 353 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - F. Troni, D. Grassano, J. Narayan, B. Roux, S. Bonella, Mass-zero constrained molecular dynamics for electrostatic interactions, The Journal of Chemical Physics 163, 214106 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Bonella / Project(s): P3 - F. Angiolari, A. Coretti, M. Salanne, S. Bonella, Electrically driven first-order phase transition of a 2D ionic crystal at the electrode/electrolyte interface, Proceedings of the National Academy of Science of the USA 122, e2520026122 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Bonella / Project(s): P3 - S. P. Huber, M. Minotakis, M. Bercx, T. Reents, K. Eimre, N. Paulish, N. Hörmann, M. Uhrin, N. Marzari, G. Pizzi, MC3D: The Materials Cloud computational database of experimentally known stoichiometric inorganics, arXiv:2508.19223(2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - S. Gramatte, X. Wang, M. A. H. Bertrán, C. Cancellieri, G. Pizzi, D. Prezzi, I. Timrov, O. Politano, I. Utke, L. P. H. Jeurgens, V. Turlo, Bridging classical and quantum interpretation of chemical state analysis by XPS/HAXPES to resolve short-range order in amorphous alumina films, arXiv:2408.08255 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi, Turlo / Project(s): P1, P3, P4 - G. d. Miranda Nascimento, F. J. d. Santos, M. Bercx, D. Grassano, G. Pizzi, N. Marzari, Accurate and efficient protocols for high-throughput first-principles materials simulations, arXiv:2504.03962 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - M. F. Herbst, V. H. Bakkestuen, A. Laestadius, Kohn-Sham inversion with mathematical guarantees, Physical Review B111, 205143 (2025). [Open Access URL]
Dataset on Zenodo.
Group(s): Herbst / Project(s): P3 - J. Janssen, J. George, J. Geiger, M. Bercx, X. Wang, C. Ertural, J. Schaarschmidt, A. M. Ganose, G. Pizzi, T. Hickel, J. Neugebauer, A python workflow definition for computational materials design, Digital Discovery 4, 3149–3161 (2025).[Open Access URL]
Dataset on Zenodo.
Group(s): Pizzi / Project(s): P3 - A. Goscinski, T. J. Baird, D. Du, J. Prado, D. Suman, T. Sodjargal, S. Bonella, G. Pizzi, M. Ceriotti, scicode-widgets: Bringing Computational Experiments to the Classroom with Jupyter Widgets, arXiv:2507.05734 (2025). [Open Access URL]
Dataset on Zenodo.
Group(s): Bonella, Ceriotti, Pizzi / Project(s): P2, P3 - A. V. Yakutovich, J. Yu, D. Hollas, E. Bainglass, C. Battaglia, M. Bonacci, L. F. Vilanova, S. Henne, A. Kaestner, M. Kenzelmann, G. Kimbell, J. Lass, F. Lopes, D. G. Mazzone, A. Ortega-Guerrero, X. Wang, N. Marzari, C. A. Pignedoli, G. Pizzi, AiiDAlab: on the route to accelerate science, arXiv:2512.22173 (2025). [Open Access URL]
Dataset on GitHub.
Group(s): Marzari, Pignedoli, Pizzi / Project(s): P3, P4 - A. Vignolo, T. J. Baird, F. Spiga, C. Canevari, A. Coretti, R. Vuilleumier, A. Cavalli, S. Bonella, S. Decherchi, A tale of two codes: CUDA vs OpenACC for Mass-Zero constrained dynamics, International Journal of High Performance Computing Applications 39, 502–518 (2025).
Group(s): Bonella / Project(s): P3 - M. F. Herbst, B. Sun, Efficient Krylov methods for linear response in plane-wave electronic structure calculations, arXiv:2505.02319 (2025). [Open Access URL]
Group(s): Herbst / Project(s): P3 - M. Penz, M. F. Herbst, T. Helgaker, A. Laestadius, Perspective on Moreau-Yosida Regularization in Density-Functional Theory, arXiv:2511.06957 (2025). [Open Access URL]
Group(s): Herbst / Project(s): P3 - I. J. Onuorah, M. Bonacci, M. M. Isah, M. Mazzani, R. De Renzi, G. Pizzi, P. Bonfà, Automated computational workflows for muon spin spectroscopy, Digital Discovery 4, 523–538 (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3, P4
- I. J. Onuorah, M. Bonacci, M. M. Isah, M. Mazzani, R. De Renzi, G. Pizzi, P. Bonfà, Automated computational workflows for muon spin spectroscopy, Digital Discovery (2025). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3, P4 - D. Du, T. J. Baird, K. Eimre, S. Bonella, G. Pizzi, Jupyter widgets and extensions for education and research in computational physics and chemistry, Computer Physics Communications 305, 109353 (2024). [Open Access URL]
Dataset on Mendeley.
Group(s): Bonella, Pizzi / Project(s): P3 - M. Vogler, S. K. Steensen, F. F. Ramírez, L. Merker, J. Busk, J. M. Carlsson, L. H. Rieger, B. Zhang, F. Liot, G. Pizzi, F. Hanke, E. Flores, H. Hajiyani, S. Fuchs, A. Sanin, M. Gaberšček, I. E. Castelli, S. Clark, T. Vegge, A. Bhowmik, H. S. Stein, Autonomous Battery Optimization by Deploying Distributed Experiments and Simulations, Advanced Energy Materials 14, 2403263 (2024). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3 - V. Blum, R. Asahi, J. Autschbach, C. Bannwarth, G. Bihlmayer, S. Blügel, L. A. Burns, T. D. Crawford, W. Dawson, W. A. de Jong, C. Draxl, C. Filippi, L. Genovese, P. Giannozzi, N. Govind, S. Hammes-Schiffer, J. R. Hammond, B. Hourahine, A. Jain, Y. Kanai, P. R. C. Kent, A. H. Larsen, S. Lehtola, X. Li, R. Lindh, S. Maeda, N. Makri, J. Moussa, T. Nakajima, J. A. Nash, M. J. T. Oliveira, P. D. Patel, G. Pizzi, G. Pourtois, B. P. Pritchard, E. Rabani, M. Reiher, L. Reining, X. Ren, M. Rossi, H. B. Schlegel, N. Seriani, L. V. Slipchenko, A. Thom, E. F. Valeev, B. Van Troeye, L. Visscher, V. Vlček, H. Werner, D. B. Williams-Young, T. Windus, Roadmap on methods and software for electronic structure based simulations in chemistry and materials, Electronic Structure 6, 042501 (2024). [Open Access URL]
Group(s): Pizzi / Project(s): P3 - P. Bonfà, I. J. Onuorah, F. Lang, I. Timrov, L. Monacelli, C. Wang, X. Sun, O. Petracic, G. Pizzi, N. Marzari, S. J. Blundell, R. De Renzi, Magnetostriction-Driven Muon Localization in an Antiferromagnetic Oxide, Physical Review Letters 132, 046701 (2024). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - E. Bosoni, L. Beal, M. Bercx, P. Blaha, S. Blügel, J. Bröder, M. Callsen, S. Cottenier, A. Degomme, V. Dikan, K. Eimre, E. Flage-Larsen, M. Fornari, A. Garcia, L. Genovese, M. Giantomassi, S. P. Huber, H. Janssen, G. Kastlunger, M. Krack, G. Kresse, T. D. Kühne, K. Lejaeghere, G. K. H. Madsen, M. Marsman, N. Marzari, G. Michalicek, H. Mirhosseini, T. M. A. Müller, G. Petretto, C. J. Pickard, S. Poncé, G. Rignanese, O. Rubel, T. Ruh, M. Sluydts, D. E. P. Vanpoucke, S. Vijay, M. Wolloch, D. Wortmann, A. V. Yakutovich, J. Yu, A. Zadoks, B. Zhu, G. Pizzi, How to verify the precision of density-functional-theory implementations via reproducible and universal workflows, Nature Reviews Physics 6, 45 (2024).[Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - M. L. Evans, J. Bergsma, A. Merkys, C. W. Andersen, O. B. Andersson, D. Beltrán, E. Blokhin, T. M. Boland, R. Castañeda Balderas, K. Choudhary, A. Díaz Díaz, R. Domínguez García, H. Eckert, K. Eimre, M. E. Fuentes Montero, A. M. Krajewski, J. J. Mortensen, J. M. Nápoles Duarte, J. Pietryga, J. Qi, F. d. Jesús Trejo Carrillo, A. Vaitkus, J. Yu, A. Zettel, P. B. de Castro, J. Carlsson, T. F. T. Cerqueira, S. Divilov, H. Hajiyani, F. Hanke, K. Jose, C. Oses, J. Riebesell, J. Schmidt, D. Winston, C. Xie, X. Yang, S. Bonella, S. Botti, S. Curtarolo, C. Draxl, L. E. Fuentes Cobas, A. Hospital, Z. Liu, M. A. L. Marques, N. Marzari, A. J. Morris, S. P. Ong, M. Orozco, K. A. Persson, K. S. Thygesen, C. Wolverton, M. Scheidgen, C. Toher, G. J. Conduit, G. Pizzi, S. Gražulis, G. Rignanese, R. Armiento, Developments and applications of the OPTIMADE API for materials discovery, design, and data exchange, Digital Discovery 3, 1509–1533 (2024). [Open Access URL]
Group(s): Bonella, Marzari, Pizzi / Project(s): P3, P4 - K. E. Fisher, M. F. Herbst, Y. M. Marzouk, Multitask methods for predicting molecular properties from heterogeneous data, The Journal of Chemical Physics 161, 014114 (2024). [Open Access URL]
Dataset on Zenodo.
Group(s): Herbst / Project(s): P3 - M. F. Herbst, V. H. Bakkestuen, A. Laestadius, Kohn-Sham inversion with mathematical guarantees, arXiv:2409.04372(2024). [Open Access URL]
Group(s): Herbst / Project(s): P3 - P. Kraus, E. Bainglass, F. F. Ramirez, E. Svaluto-Ferro, L. Ercole, B. Kunz, S. P. Huber, N. Plainpan, N. Marzari, C. Battaglia, G. Pizzi, A bridge between trust and control: computational workflows meet automated battery cycling, Journal of Materials Chemistry A 12, 10773–10783 (2024). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - A. Marrazzo, S. Beck, E. R. Margine, N. Marzari, A. A. Mostofi, J. Qiao, I. Souza, S. S. Tsirkin, J. R. Yates, G. Pizzi, Wannier-function software ecosystem for materials simulations, Reviews of Modern Physics 96, 045008 (2024). [Open Access URL]
Group(s): Marzari, Pizzi / Project(s): P3, P4 - M. Vogler, J. Busk, H. Hajiyani, P. B. Jørgensen, N. Safaei, I. E. Castelli, F. F. Ramirez, J. Carlsson, G. Pizzi, S. Clark, F. Hanke, A. Bhowmik, H. S. Stein, Brokering between tenants for an international materials acceleration platform, Matter 6, 2647–2665 (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3
- P. Bonfà, I. J. Onuorah, F. Lang, I. Timrov, L. Monacelli, C. Wang, X. Sun, O. Petracic, G. Pizzi, N. Marzari, S. J. Blundell, R. De Renzi, Magnetostriction-Driven Muon Localization in an Antiferromagnetic Oxide, Physical Review Letters 132, 046701 (2024). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - E. Bosoni, L. Beal, M. Bercx, P. Blaha, S. Blügel, J. Bröder, M. Callsen, S. Cottenier, A. Degomme, V. Dikan, K. Eimre, E. Flage-Larsen, M. Fornari, A. Garcia, L. Genovese, M. Giantomassi, S. P. Huber, H. Janssen, G. Kastlunger, M. Krack, G. Kresse, T. D. Kühne, K. Lejaeghere, G. K. H. Madsen, M. Marsman, N. Marzari, G. Michalicek, H. Mirhosseini, T. M. A. Müller, G. Petretto, C. J. Pickard, S. Poncé, G. Rignanese, O. Rubel, T. Ruh, M. Sluydts, D. E. P. Vanpoucke, S. Vijay, M. Wolloch, D. Wortmann, A. V. Yakutovich, J. Yu, A. Zadoks, B. Zhu, G. Pizzi, How to verify the precision of density-functional-theory implementations via reproducible and universal workflows, Nature Reviews Physics 6, 45 (2024).[Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - D. Campi, N. Mounet, M. Gibertini, G. Pizzi, N. Marzari, Expansion of the Materials Cloud 2D Database, ACS Nano 17, 11268–11278 (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - M. Bonacci, J. Qiao, N. Spallanzani, A. Marrazzo, G. Pizzi, E. Molinari, D. Varsano, A. Ferretti, D. Prezzi, Towards high-throughput many-body perturbation theory: efficient algorithms and automated workflows, npj Computational Materials 9, 74 (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3 - J. Qiao, G. Pizzi, N. Marzari, Projectability disentanglement for accurate and automated electronic-structure Hamiltonians, npj Computational Materials 9, 208 (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - J. Qiao, G. Pizzi, N. Marzari, Automated mixing of maximally localized Wannier functions into target manifolds, npj Computational Materials 9, 206 (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - P. Kraus, E. Bainglass, F. F. Ramirez, E. Svaluto-Ferro, L. Ercole, B. Kunz, S. P. Huber, N. Plainpan, N. Marzari, C. Battaglia, G. Pizzi, A Bridge between Trust and Control: Computational Workflows Meet Automated Battery Cycling, ChemRxiv. Preprint. (2023). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4 - A. Marrazzo, S. Beck, E. R. Margine, N. Marzari, A. A. Mostofi, J. Qiao, I. Souza, S. S. Tsirkin, J. R. Yates, G. Pizzi, The Wannier-Functions Software Ecosystem for Materials Simulations, arXiv:2312.10769 (2023). [Open Access URL]
Group(s): Marzari, Pizzi / Project(s): P3, P4 - D. Du, T. J. Baird, S. Bonella, G. Pizzi, OSSCAR, an Open Platform for Collaborative Development of Computational Tools for Education in Science, Computer Physics Communications 282, 108546 (2023). [Open Access URL]
Dataset on Mendeley.
Group(s): Bonella, Pizzi / Project(s): P3 - L. Gigli, M. Veit, M. Kotiuga, G. Pizzi, N. Marzari, M. Ceriotti, Thermodynamics and dielectric response of BaTiO3 by data-driven modeling, npj Computational Materials 8, 209 (2022). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Ceriotti, Marzari, Pizzi / Project(s): P2, P3, P4 - M. Kotiuga, S. Halilov, B. Kozinsky, M. Fornari, N. Marzari, G. Pizzi, Microscopic picture of paraelectric perovskites from structural prototypes, Physical Review Research 4, L012042 (2022). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Marzari, Pizzi / Project(s): P3, P4, OSP - M. T. Vahdat, K. V. Agrawal, G. Pizzi, Machine-learning accelerated identification of exfoliable two-dimensional materials, Machine Learning: Science and Technology 3, 045014 (2022). [Open Access URL]
Dataset on Materials Cloud.
Group(s): Pizzi / Project(s): P3



