Professor

Publications

Experimentally Driven Automated Machine-Learned Interatomic Potential for a Refractory Oxide
G Sivaraman, L Gallington, AN Krishnamoorthy, M Stan, G Csányi, Á Vázquez-Mayagoitia, CJ Benmore
Physical review letters
(2021)
126
Performant implementation of the atomic cluster expansion (PACE): Application to copper and silicon
Y Lysogorskiy, C van der Oord, A Bochkarev, S Menon, M Rinaldi, T Hammerschmidt, M Mrovec, A Thompson, G Csányi, C Ortner, R Drautz
(2021)
Data-efficient machine learning for molecular crystal structure prediction.
S Wengert, G Csányi, K Reuter, JT Margraf
Chem Sci
(2021)
12
Machine-learned interatomic potentials for alloys and alloy phase diagrams
CW Rosenbrock, K Gubaev, AV Shapeev, LB Pártay, N Bernstein, G Csányi, GLW Hart
Npj Computational Materials
(2021)
7
Origins of structural and electronic transitions in disordered silicon
VL Deringer, N Bernstein, G Csányi, C Ben Mahmoud, M Ceriotti, M Wilson, DA Drabold, SR Elliott
Nature
(2021)
589
SYMMETRY-AWARE ACTOR-CRITIC FOR 3D MOLECULAR DESIGN
GNC Simm, R Pinsler, G Csányi, JM Hernández-Lobato
Iclr 2021 9th International Conference on Learning Representations
(2021)
Local invertibility and sensitivity of atomic structure-feature mappings.
SN Pozdnyakov, L Zhang, C Ortner, G Csányi, M Ceriotti
Open research Europe
(2021)
1
Machine-learned interatomic potentials by active learning: amorphous and liquid hafnium dioxide
G Sivaraman, AN Krishnamoorthy, M Baur, C Holm, M Stan, G Csányi, C Benmore, Á Vázquez-Mayagoitia
npj Computational Materials
(2020)
6
Learning the electronic density of states in condensed matter
CB Mahmoud, A Anelli, G Csányi, M Ceriotti
Physical Review B
(2020)
102
Symmetry-Aware Actor-Critic for 3D Molecular Design
GNC Simm, R Pinsler, G Csányi, JM Hernández-Lobato
(2020)

Research Interest Group

Telephone number

01223 762877

Email address