Prof. Dr. Miguel Marques

Miguel Marques too studied physics, namely at the University of Coimbra in his native Portugal. He obtained his doctorate in 2000, likewise in physics, at the University of Würzburg in the field of density functional theory of superconductors. Marques then held several postdoctoral positions in Spain, Germany and France; he habilitated in Lyon in 2009. Most recently, he was a professor at Martin Luther University Halle-Wittenberg.

https://www.icams.de/institute/departments-groups/artificial-intelligence/

Publications

  • 2026
2026
  • article
article2026Tiago F.T. CerqueiraHaichen WangSilvana BottiMiguel Alexandre Lopes Marques

A non-orthogonal representation for materials based on chemical similarity

Tiago F.T. Cerqueira, Haichen Wang, Silvana Botti, Miguel Alexandre Lopes Marques:
npj Computational Materials (2026)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105028512644&doi=10.1038%2Fs41524-025-01916-8&partnerID=40&md5=dabd1425910bf5b28229333d617ca2f2https://dx.doi.org/10.1038/s41524-025-01916-8
2026
  • article
article2026Antoine LoewJonathan SchmidtSilvana BottiMiguel Alexandre Lopes Marques

Universal machine learning potentials under pressure

Antoine Loew, Jonathan Schmidt, Silvana Botti, Miguel Alexandre Lopes Marques:
JPhys Materials (2026)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105026342398&doi=10.1088%2F2515-7639%2Fae2ba8&partnerID=40&md5=7f76f37eb54b33f9cd2fa37c33503987https://dx.doi.org/10.1088/2515-7639/ae2ba8
  • 2025
2025
  • article
article2025Kartikeya SharmaAntoine LoewHaiyuan WangFredrik Andreas NilssonManjari JainMiguel Alexandre Lopes MarquesKristian Sommer Thygesen

Accelerating point defect photo-emission calculations with machine learning interatomic potentials

Kartikeya Sharma, Antoine Loew, Haiyuan Wang, Fredrik Andreas Nilsson, Manjari Jain, Miguel Alexandre Lopes Marques, Kristian Sommer Thygesen:
npj Computational Materials (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105022141712&doi=10.1038%2Fs41524-025-01820-1&partnerID=40&md5=27597c91c8cad1a520b739e58023c79chttps://dx.doi.org/10.1038/s41524-025-01820-1
2025
  • article
article2025Đorđe DangićYuewen FangTiago F.T. CerqueiraAntonio SannaTrinidad NovoaHao GaoMiguel Alexandre Lopes MarquesIon Errea

Ambient pressure high temperature superconductivity in RbPH3 facilitated by ionic anharmonicity

Đorđe Dangić, Yuewen Fang, Tiago F.T. Cerqueira, Antonio Sanna, Trinidad Novoa, Hao Gao, Miguel Alexandre Lopes Marques, Ion Errea:
Computational Materials Today (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105021065020&doi=10.1016%2Fj.commt.2025.100043&partnerID=40&md5=64e3611f1e08649554dbfe891f9a931dhttps://dx.doi.org/10.1016/j.commt.2025.100043
2025
  • article
article2025Kun GaoWenwen CuiTiago F.T. CerqueiraHaichen WangSilvana BottiMiguel Alexandre Lopes Marques

Enhanced Superconductivity in X4H15 Compounds via Hole-Doping at Ambient Pressure

Kun Gao, Wenwen Cui, Tiago F.T. Cerqueira, Haichen Wang, Silvana Botti, Miguel Alexandre Lopes Marques:
Advanced Science (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105011858355&doi=10.1002%2Fadvs.202508419&partnerID=40&md5=455af5cf7285ce8ab46f32cd0cadb35fhttps://dx.doi.org/10.1002/advs.202508419
2025
  • article
article2025Pierre Paul BreuckHaichen WangGian Marco RignaneseSilvana BottiMiguel Alexandre Lopes Marques

Generative AI for crystal structures: a review

Pierre Paul Breuck, Haichen Wang, Gian Marco Rignanese, Silvana Botti, Miguel Alexandre Lopes Marques:
npj Computational Materials (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105024200691&doi=10.1038%2Fs41524-025-01881-2&partnerID=40&md5=91d686c30719b9f36a3a77c15a4bca32https://dx.doi.org/10.1038/s41524-025-01881-2
2025
  • article
article2025Thalis H.B. SilvaTiago F.T. CerqueiraHaichen WangMiguel Alexandre Lopes Marques

High-throughput study of kagome compounds in the AV3Sb5 family

Thalis H.B. Silva, Tiago F.T. Cerqueira, Haichen Wang, Miguel Alexandre Lopes Marques:
Digital Discovery (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105015627791&doi=10.1039%2Fd5dd00123d&partnerID=40&md5=cd20fb0ca288b8af6d5fe6a213f30829https://dx.doi.org/10.1039/d5dd00123d
2025
  • article
article2025Yan WangNiklas GrabickiHibiki OrioJosé David Cojal GonzálezJuan LiJie GaoXiaoxi ZhangTiago F.T. CerqueiraMiguel Alexandre Lopes MarquesZhaotan JiangFriedrich T. ReinertOliver DumeleCarlos Andrés Palma

In-Architecture X-ray Assisted C–Br Dissociation for On-Surface Fabrication of Nanodiamond Chains

Yan Wang, Niklas Grabicki, Hibiki Orio, José David Cojal González, Juan Li, Jie Gao, Xiaoxi Zhang, Tiago F.T. Cerqueira, Miguel Alexandre Lopes Marques, Zhaotan Jiang, Friedrich T. Reinert, Oliver Dumele, Carlos Andrés Palma:
ACS Applied Nano Materials (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105017117039&doi=10.1021%2Facsanm.5c03184&partnerID=40&md5=7db0a669953463485d7d03e499b3a8aehttps://dx.doi.org/10.1021/acsanm.5c03184
2025
  • article
article2025Thalis H. B. SilvaThéo CavignacTiago F. T. CerqueiraHai-Chen WangMiguel A. L. Marques

Machine-learning accelerated prediction of two-dimensional conventional superconductors

Thalis H. B. Silva, Théo Cavignac, Tiago F. T. Cerqueira, Hai-Chen Wang, Miguel A. L. Marques:
Materials Horizons (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85217772350&doi=10.1039%2fd4mh01753f&partnerID=40&md5=e123fdcf0447bff5ec175ddce2833f75https://dx.doi.org/10.1039/d4mh01753f
2025
  • article
article2025Jonas JacobsClemens RitterKe XuJörn GünneHaichen WangMiguel Alexandre Lopes MarquesAnja HofmannRoland MarschallStefan G. Ebbinghaus

Structural and electronic tunability of Ruddlesden–Popper oxyfluorides through nickel–copper substitution in La2Ni1−xCuxO2.5F3 (0 ≤ x ≤ 1)

Jonas Jacobs, Clemens Ritter, Ke Xu, Jörn Günne, Haichen Wang, Miguel Alexandre Lopes Marques, Anja Hofmann, Roland Marschall, Stefan G. Ebbinghaus:
Journal of Materials Chemistry A (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105017802759&doi=10.1039%2Fd5ta05605e&partnerID=40&md5=a4a5a7bf49018afae1a1289b93efc347https://dx.doi.org/10.1039/d5ta05605e
2025
  • article
article2025Kun GaoTiago F.T. CerqueiraAntonio SannaYuewen FangĐorđe DangićIon ErreaHaichen WangSilvana BottiMiguel Alexandre Lopes Marques

The maximum Tc of conventional superconductors at ambient pressure

Kun Gao, Tiago F.T. Cerqueira, Antonio Sanna, Yuewen Fang, Đorđe Dangić, Ion Errea, Haichen Wang, Silvana Botti, Miguel Alexandre Lopes Marques:
Nature Communications (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105015839321&doi=10.1038%2Fs41467-025-63702-w&partnerID=40&md5=eb1da327e7ca07517c86f48c3f044e46https://dx.doi.org/10.1038/s41467-025-63702-w
2025
  • article
article2025Antoine LoewDewen SunHai-Chen WangSilvana BottiMiguel A. L. Marques

Universal machine learning interatomic potentials are ready for phonons

Antoine Loew, Dewen Sun, Hai-Chen Wang, Silvana Botti, Miguel A. L. Marques:
npj Computational Materials (2025)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-105007937211&doi=10.1038%2fs41524-025-01650-1&partnerID=40&md5=41b2fdc46095cc06e442b713d43e627chttps://dx.doi.org/10.1038/s41524-025-01650-1
  • 2024
2024
  • article
article2024Ayoub AouinaPedro BorlidoMiguel A. L. MarquesSilvana Botti

Assessing Exchange-Correlation Functionals for Accurate Densities of Solids

Ayoub Aouina, Pedro Borlido, Miguel A. L. Marques, Silvana Botti:
Journal of Chemical Theory and Computation (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211020967&doi=10.1021%2facs.jctc.4c01042&partnerID=40&md5=8ef3c4a4be376d5eaeae9c7fc8b44f57https://dx.doi.org/10.1021/acs.jctc.4c01042
2024
  • article
article2024Michael SeifertTomáš RauchMiguel A. L. MarquesSilvana Botti

Computational prediction and characterization of CuI-based ternary p-type transparent conductors

Michael Seifert, Tomáš Rauch, Miguel A. L. Marques, Silvana Botti:
Journal of Materials Chemistry C (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85192489724&doi=10.1039%2fd4tc00277f&partnerID=40&md5=6e15c2a2b15ed458b720b3ea4cb84f4dhttps://dx.doi.org/10.1039/d4tc00277f
2024
  • article
article2024Matthew L. EvansJohan BergsmaAndrius MerkysCasper W. AndersenOskar B. AnderssonDaniel BeltránEvgeny BlokhinTara M. BolandRubén Castañeda BalderasKamal ChoudharyAlberto Díaz DíazRodrigo Domínguez GarcíaHagen EckertKristjan EimreMaría Elena Fuentes MonteroAdam M. KrajewskiJens Jørgen MortensenJosé Manuel Nápoles DuarteJacob PietrygaJi QiFelipe de Jesús Trejo CarrilloAntanas VaitkusJusong YuAdam ZettelPedro Baptista CastroJohan CarlssonTiago F. T. CerqueiraSimon DivilovHamidreza HajiyaniFelix HankeKevin JoseCorey OsesJanosh RiebesellJonathan SchmidtDonald WinstonChristen XieXiaoyu YangSara BonellaSilvana BottiStefano CurtaroloClaudia DraxlLuis Edmundo Fuentes CobasAdam HospitalZi-Kui LiuMiguel A. L. MarquesNicola MarzariAndrew J. MorrisShyue Ping OngModesto OrozcoKristin A. PerssonKristian S. ThygesenChris WolvertonMarkus ScheidgenCormac ToherGareth J. ConduitGiovanni PizziSaulius GražulisGian-Marco RignaneseRickard Armiento

Developments and applications of the OPTIMADE API for materials discovery, design, and data exchange

Matthew L. Evans, Johan Bergsma, Andrius Merkys, Casper W. Andersen, Oskar B. Andersson, Daniel Beltrán, Evgeny Blokhin, Tara M. Boland, Rubén Castañeda Balderas, Kamal Choudhary, Alberto Díaz Díaz, Rodrigo Domínguez García, Hagen Eckert, Kristjan Eimre, María Elena Fuentes Montero, Adam M. Krajewski, Jens Jørgen Mortensen, José Manuel Nápoles Duarte, Jacob Pietryga, Ji Qi, Felipe de Jesús Trejo Carrillo, Antanas Vaitkus, Jusong Yu, Adam Zettel, Pedro Baptista Castro, Johan Carlsson, Tiago F. T. Cerqueira, Simon Divilov, Hamidreza Hajiyani, Felix Hanke, Kevin Jose, Corey Oses, Janosh Riebesell, Jonathan Schmidt, Donald Winston, Christen Xie, Xiaoyu Yang, Sara Bonella, Silvana Botti, Stefano Curtarolo, Claudia Draxl, Luis Edmundo Fuentes Cobas, Adam Hospital, Zi-Kui Liu, Miguel A. L. Marques, Nicola Marzari, Andrew J. Morris, Shyue Ping Ong, Modesto Orozco, Kristin A. Persson, Kristian S. Thygesen, Chris Wolverton, Markus Scheidgen, Cormac Toher, Gareth J. Conduit, Giovanni Pizzi, Saulius Gražulis, Gian-Marco Rignanese, Rickard Armiento:
Digital Discovery (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195098869&doi=10.1039%2fd4dd00039k&partnerID=40&md5=573c672a2f998be85f33d57cd7e9f5afhttps://dx.doi.org/10.1039/d4dd00039k
2024
  • article
article2024Hai-Chen WangTomáš RauchAndres Tellez-MoraLudger WirtzAldo H. RomeroMiguel A. L. Marques

Exploring flat-band properties in two-dimensional M3QX7 compounds

Hai-Chen Wang, Tomáš Rauch, Andres Tellez-Mora, Ludger Wirtz, Aldo H. Romero, Miguel A. L. Marques:
Physical Chemistry Chemical Physics (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200336748&doi=10.1039%2fd4cp01196a&partnerID=40&md5=093a66451ffdd74ae3f84ab819f71638https://dx.doi.org/10.1039/d4cp01196a
2024
  • article
article2024Jonathan SchmidtTiago F.T. CerqueiraAldo H. RomeroAntoine LoewFabian JägerHai-Chen WangSilvana BottiMiguel A.L. Marques

Improving machine-learning models in materials science through large datasets

Jonathan Schmidt, Tiago F.T. Cerqueira, Aldo H. Romero, Antoine Loew, Fabian Jäger, Hai-Chen Wang, Silvana Botti, Miguel A.L. Marques:
Materials Today Physics (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85205266195&doi=10.1016%2fj.mtphys.2024.101560&partnerID=40&md5=d181a11f8306ad5b1c8b82b8243ee4c9https://dx.doi.org/10.1016/j.mtphys.2024.101560
2024
  • article
article2024Antonio SannaTiago F. T. CerqueiraYue-Wen FangIon ErreaAlfred LudwigMiguel A. L. Marques

Prediction of ambient pressure conventional superconductivity above 80 K in hydride compounds

Antonio Sanna, Tiago F. T. Cerqueira, Yue-Wen Fang, Ion Errea, Alfred Ludwig, Miguel A. L. Marques:
npj Computational Materials (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85186144057&doi=10.1038%2fs41524-024-01214-9&partnerID=40&md5=7816734650c03e307cfbbdb036b1de51https://dx.doi.org/10.1038/s41524-024-01214-9
2024
  • article
article2024Kun GaoWenwen CuiJingming ShiArtur P. DurajskiJian HaoSilvana BottiMiguel A. L. MarquesYinwei Li

Prediction of high- Tc superconductivity in ternary actinium beryllium hydrides at low pressure

Kun Gao, Wenwen Cui, Jingming Shi, Artur P. Durajski, Jian Hao, Silvana Botti, Miguel A. L. Marques, Yinwei Li:
Physical Review B (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85181876761&doi=10.1103%2fPhysRevB.109.014501&partnerID=40&md5=9b8b4238a8e4c1f3fba1ea8f7e9f323ahttps://dx.doi.org/10.1103/PhysRevB.109.014501
2024
  • article
article2024Jonas JacobsHai-Chen WangMiguel A. L. MarquesKe XuJörn GünneStefan G. Ebbinghaus

Ruddlesden-Popper Oxyfluorides La2Ni1-xCuxO3F2 (0 ≤ x ≤ 1): Impact of the Ni/Cu Ratio on the Structure

Jonas Jacobs, Hai-Chen Wang, Miguel A. L. Marques, Ke Xu, Jörn Günne, Stefan G. Ebbinghaus:
Inorganic Chemistry (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188255103&doi=10.1021%2facs.inorgchem.4c00399&partnerID=40&md5=dea8ad9015700b28bc57366b4bf985f8https://dx.doi.org/10.1021/acs.inorgchem.4c00399
2024
  • article
article2024Jonas JacobsHai-Chen WangMiguel A. L. MarquesStefan G. Ebbinghaus

Ruddlesden-Popper Oxyfluorides La2Ni1-xCuxO3F2 (0 ≤ x ≤ 1): Impact of the Ni/Cu Ratio on the Thermal Stability and Magnetic Properties

Jonas Jacobs, Hai-Chen Wang, Miguel A. L. Marques, Stefan G. Ebbinghaus:
Inorganic Chemistry (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195291791&doi=10.1021%2facs.inorgchem.4c01330&partnerID=40&md5=1ce4d16a2cd26f6c636fb32f7ed280a9https://dx.doi.org/10.1021/acs.inorgchem.4c01330
2024
  • article
article2024Tiago F. T. CerqueiraAntonio SannaMiguel A. L. Marques

Sampling the Materials Space for Conventional Superconducting Compounds

Tiago F. T. Cerqueira, Antonio Sanna, Miguel A. L. Marques:
Advanced Materials (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85178176107&doi=10.1002%2fadma.202307085&partnerID=40&md5=40ff2903799c171c04c158f1fd2bf11chttps://dx.doi.org/10.1002/adma.202307085
2024
  • article
article2024Tiago F. T. CerqueiraYue-Wen FangIon ErreaAntonio SannaMiguel A. L. Marques

Searching Materials Space for Hydride Superconductors at Ambient Pressure

Tiago F. T. Cerqueira, Yue-Wen Fang, Ion Errea, Antonio Sanna, Miguel A. L. Marques:
Advanced Functional Materials (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85189787191&doi=10.1002%2fadfm.202404043&partnerID=40&md5=cbc17f1efd138367c983a12c313cc90chttps://dx.doi.org/10.1002/adfm.202404043
2024
  • article
article2024Antoine LoewHai-Chen WangTiago F T CerqueiraMiguel A L Marques

Training machine learning interatomic potentials for accurate phonon properties

Antoine Loew, Hai-Chen Wang, Tiago F T Cerqueira, Miguel A L Marques:
Machine Learning: Science and Technology (2024)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85208231385&doi=10.1088%2f2632-2153%2fad86a1&partnerID=40&md5=7d73ca67c644f345891dfd83b354c453https://dx.doi.org/10.1088/2632-2153/ad86a1
  • 2023
2023
  • article
article2023L.V. Duc PhamPascal SattlerMiguel A L MarquesCarlos L Benavides-Riveros

Homogeneous electron liquid in arbitrary dimensions beyond the random phase approximation

L.V. Duc Pham, Pascal Sattler, Miguel A L Marques, Carlos L Benavides-Riveros:
New Journal of Physics (2023)

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85169977916&doi=10.1088%2f1367-2630%2facef4c&partnerID=40&md5=c936ded53af72c7d3d6a26ff32557beehttps://dx.doi.org/10.1088/1367-2630/acef4c