| Relational inductive biases, deep learning, and graph networks PW Battaglia, JB Hamrick, V Bapst, A Sanchez-Gonzalez, V Zambaldi, ... arXiv preprint arXiv:1806.01261, 2018 | 2511 | 2018 |
| Learning to simulate complex physics with graph networks A Sanchez-Gonzalez, J Godwin, T Pfaff, R Ying, J Leskovec, P Battaglia International conference on machine learning, 8459-8468, 2020 | 522 | 2020 |
| Graph networks as learnable physics engines for inference and control A Sanchez-Gonzalez, N Heess, JT Springenberg, J Merel, M Riedmiller, ... International Conference on Machine Learning, 4470-4479, 2018 | 496 | 2018 |
| Learning mesh-based simulation with graph networks T Pfaff, M Fortunato, A Sanchez-Gonzalez, PW Battaglia arXiv preprint arXiv:2010.03409, 2020 | 259 | 2020 |
| Discovering symbolic models from deep learning with inductive biases M Cranmer, A Sanchez Gonzalez, P Battaglia, R Xu, K Cranmer, ... Advances in Neural Information Processing Systems 33, 17429-17442, 2020 | 246 | 2020 |
| Hamiltonian graph networks with ode integrators A Sanchez-Gonzalez, V Bapst, K Cranmer, P Battaglia arXiv preprint arXiv:1909.12790, 2019 | 113 | 2019 |
| Ultrafast isomerization initiated by X-ray core ionization CE Liekhus-Schmaltz, I Tenney, T Osipov, A Sanchez-Gonzalez, N Berrah, ... Nature communications 6 (1), 8199, 2015 | 106 | 2015 |
| Compile: Compositional imitation learning and execution T Kipf, Y Li, H Dai, V Zambaldi, A Sanchez-Gonzalez, E Grefenstette, ... International Conference on Machine Learning, 3418-3428, 2019 | 96* | 2019 |
| Eta prediction with graph neural networks in google maps A Derrow-Pinion, J She, D Wong, O Lange, T Hester, L Perez, ... Proceedings of the 30th ACM International Conference on Information …, 2021 | 75 | 2021 |
| Linac Coherent Light Source data analysis using psana D Damiani, M Dubrovin, I Gaponenko, W Kroeger, TJ Lane, A Mitra, ... Journal of Applied Crystallography 49 (2), 672-679, 2016 | 75 | 2016 |
| Accurate prediction of X-ray pulse properties from a free-electron laser using machine learning A Sanchez-Gonzalez, P Micaelli, C Olivier, TR Barillot, M Ilchen, ... Nature communications 8 (1), 15461, 2017 | 71 | 2017 |
| Structured agents for physical construction V Bapst, A Sanchez-Gonzalez, C Doersch, K Stachenfeld, P Kohli, ... International conference on machine learning, 464-474, 2019 | 70 | 2019 |
| Experimental simulation of simultaneous vision P de Gracia, C Dorronsoro, Á Sánchez-González, L Sawides, S Marcos Investigative ophthalmology & visual science 54 (1), 415-422, 2013 | 49 | 2013 |
| Combining q-learning and search with amortized value estimates JB Hamrick, V Bapst, A Sanchez-Gonzalez, T Pfaff, T Weber, L Buesing, ... arXiv preprint arXiv:1912.02807, 2019 | 40 | 2019 |
| Simple GNN regularisation for 3D molecular property prediction & beyond J Godwin, M Schaarschmidt, A Gaunt, A Sanchez-Gonzalez, Y Rubanova, ... arXiv preprint arXiv:2106.07971, 2021 | 36 | 2021 |
| Stimulated X-ray Raman scattering–a critical assessment of the building block of nonlinear x-ray spectroscopy V Kimberg, A Sanchez-Gonzalez, L Mercadier, C Weninger, A Lutman, ... Faraday Discussions 194, 305-324, 2016 | 24 | 2016 |
| Femtosecond-resolved observation of the fragmentation of buckminsterfullerene following X-ray multiphoton ionization N Berrah, A Sanchez-Gonzalez, Z Jurek, R Obaid, H Xiong, RJ Squibb, ... Nature Physics 15 (12), 1279-1283, 2019 | 23 | 2019 |
| Evidence of extreme ultraviolet superfluorescence in xenon L Mercadier, A Benediktovitch, C Weninger, MA Blessenohl, S Bernitt, ... Physical review letters 123 (2), 023201, 2019 | 22 | 2019 |
| Learned coarse models for efficient turbulence simulation K Stachenfeld, DB Fielding, D Kochkov, M Cranmer, T Pfaff, J Godwin, ... arXiv preprint arXiv:2112.15275, 2021 | 18* | 2021 |
| X-ray free electron laser determination of crystal structures of dark and light states of a reversibly photoswitching fluorescent protein at room temperature CDM Hutchison, V Cordon-Preciado, RML Morgan, T Nakane, J Ferreira, ... International Journal of Molecular Sciences 18 (9), 1918, 2017 | 17 | 2017 |
