Research Fellow

I am a Leverhulme Trust Early Career Research Fellow in the group of Professor Dame Clare Grey FRS in the Yusuf Hamied Department of Chemistry at the University of Cambridge. My research focuses on the development of the open source datalab platform and infrastructure for experimental data management in materials chemistry as a substrate for data- and AI-driven approaches to materials discovery and design.

Publications

14 examples of how LLMs can transform materials science and chemistry: a reflection on a large language model hackathon
KM Jablonka, Q Ai, A Al-Feghali, S Badhwar, JD Bocarsly, AM Bran, S Bringuier, LC Brinson, K Choudhary, D Circi, S Cox, WA de Jong, ML Evans, N Gastellu, J Genzling, MV Gil, AK Gupta, Z Hong, A Imran, S Kruschwitz, A Labarre, J Lála, T Liu, S Ma, S Majumdar, GW Merz, N Moitessier, E Moubarak, B Mouriño, B Pelkie, M Pieler, MC Ramos, B Ranković, SG Rodriques, JN Sanders, P Schwaller, M Schwarting, J Shi, B Smit, BE Smith, J Van Herck, C Völker, L Ward, S Warren, B Weiser, S Zhang, X Zhang, GA Zia, A Scourtas, KJ Schmidt, I Foster, AD White, B Blaiszik
Digital discovery
(2023)
2
Crystal structure prediction for rechargeable battery anodes
ML Evans
(2023)
14 Examples of How LLMs Can Transform Materials Science and Chemistry: A Reflection on a Large Language Model Hackathon
KM Jablonka, Q Ai, A Al-Feghali, S Badhwar, JD Bocarsly, AM Bran, S Bringuier, LC Brinson, K Choudhary, D Circi, S Cox, WAD Jong, ML Evans, N Gastellu, J Genzling, MV Gil, AK Gupta, Z Hong, A Imran, S Kruschwitz, A Labarre, J Lála, T Liu, S Ma, S Majumdar, GW Merz, N Moitessier, E Moubarak, B Mouriño, B Pelkie, M Pieler, MC Ramos, B Ranković, SG Rodriques, JN Sanders, P Schwaller, M Schwarting, J Shi, B Smit, BE Smith, JV Herck, C Völker, L Ward, S Warren, B Weiser, S Zhang, X Zhang, GA Zia, A Scourtas, KJ Schmidt, I Foster, AD White, B Blaiszik
(2023)
Phase Transformations and Phase Segregation during Potassiation of Sn x P y Anodes.
AW Ells, ML Evans, MF Groh, AJ Morris, LE Marbella
Chemistry of materials : a publication of the American Chemical Society
(2022)
34
optimade-python-tools: a Python library for serving and consuming materials data via OPTIMADE APIs
M Evans, C Andersen, S Dwaraknath, M Scheidgen, Á Fekete, D Winston
Journal of Open Source Software
(2021)
6
OPTIMADE, an API for exchanging materials data
CW Andersen, R Armiento, E Blokhin, GJ Conduit, S Dwaraknath, ML Evans, Á Fekete, A Gopakumar, S Gražulis, A Merkys, F Mohamed, C Oses, G Pizzi, G-M Rignanese, M Scheidgen, L Talirz, C Toher, D Winston, R Aversa, K Choudhary, P Colinet, S Curtarolo, D Di Stefano, C Draxl, S Er, M Esters, M Fornari, M Giantomassi, M Govoni, G Hautier, V Hegde, MK Horton, P Huck, G Huhs, J Hummelshøj, A Kariryaa, B Kozinsky, S Kumbhar, M Liu, N Marzari, AJ Morris, A Mostofi, KA Persson, G Petretto, T Purcell, F Ricci, F Rose, M Scheffler, D Speckhard, M Uhrin, A Vaitkus, P Villars, D Waroquiers, C Wolverton, M Wu, X Yang
(2021)
OPTIMADE, an API for exchanging materials data.
CW Andersen, R Armiento, E Blokhin, GJ Conduit, S Dwaraknath, ML Evans, Á Fekete, A Gopakumar, S Gražulis, A Merkys, F Mohamed, C Oses, G Pizzi, G-M Rignanese, M Scheidgen, L Talirz, C Toher, D Winston, R Aversa, K Choudhary, P Colinet, S Curtarolo, D Di Stefano, C Draxl, S Er, M Esters, M Fornari, M Giantomassi, M Govoni, G Hautier, V Hegde, MK Horton, P Huck, G Huhs, J Hummelshøj, A Kariryaa, B Kozinsky, S Kumbhar, M Liu, N Marzari, AJ Morris, AA Mostofi, KA Persson, G Petretto, T Purcell, F Ricci, F Rose, M Scheffler, D Speckhard, M Uhrin, A Vaitkus, P Villars, D Waroquiers, C Wolverton, M Wu, X Yang
Scientific data
(2021)
8
Robust model benchmarking and bias-imbalance in data-driven materials science: a case study on MODNet.
P-P De Breuck, ML Evans, G-M Rignanese
Journal of physics. Condensed matter : an Institute of Physics journal
(2021)
33
The OPTIMADE Specification
C Andersen, R Armiento, E Blokhin, G Conduit, S Dwaraknath, M Evans, A Fekete, A Gopakumar, S Gražulis, V Hegde, M Horton, S Kumbhar, N Marzari, A Merkys, F Mohamed, A Morris, C Oses, G Pizzi, T Purcell, G-M Rignanese, M Scheffler, M Scheidgen, L Talirz, C Toher, M Uhrin, D Winston, C Wolverton
(2020)
matador: a Python library for analysing, curating and performing high-throughput density-functional theory calculations
M Evans, A Morris
Journal of Open Source Software
(2020)
5

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