Automatic chemical design using a data-driven continuous representation of molecules R Gómez-Bombarelli, JN Wei, D Duvenaud, JM Hernández-Lobato, ... ACS central science 4 (2), 268-276, 2018 | 1154 | 2018 |
Inverse molecular design using machine learning: Generative models for matter engineering B Sanchez-Lengeling, A Aspuru-Guzik Science 361 (6400), 360-365, 2018 | 498 | 2018 |
Objective-reinforced generative adversarial networks (ORGAN) for sequence generation models GL Guimaraes, B Sanchez-Lengeling, C Outeiral, PLC Farias, ... arXiv preprint arXiv:1705.10843, 2017 | 237 | 2017 |
Reinforced Adversarial Neural Computer for de Novo Molecular Design E Putin, A Asadulaev, Y Ivanenkov, V Aladinskiy, B Sanchez-Lengeling, ... Journal of chemical information and modeling 58 (6), 1194-1204, 2018 | 147 | 2018 |
Optimizing distributions over molecular space. An objective-reinforced generative adversarial network for inverse-design chemistry (ORGANIC) B Sanchez-Lengeling, C Outeiral, GL Guimaraes, A Aspuru-Guzik ChemRxiv 2017, 2017 | 123 | 2017 |
Design principles and top non-fullerene acceptor candidates for organic photovoltaics SA Lopez, B Sanchez-Lengeling, J de Goes Soares, A Aspuru-Guzik Joule 1 (4), 857-870, 2017 | 99 | 2017 |
Molecular sets (MOSES): a benchmarking platform for molecular generation models D Polykovskiy, A Zhebrak, B Sanchez-Lengeling, S Golovanov, O Tatanov, ... Frontiers in pharmacology 11, 2020 | 86* | 2020 |
Inverse design of solid-state materials via a continuous representation J Noh, J Kim, HS Stein, B Sanchez-Lengeling, JM Gregoire, ... Matter 1 (5), 1370-1384, 2019 | 66 | 2019 |
Quantum chemical approach to estimating the thermodynamics of metabolic reactions A Jinich, D Rappoport, I Dunn, B Sanchez-Lengeling, R Olivares-Amaya, ... Scientific reports 4 (1), 1-6, 2014 | 45 | 2014 |
Introducing a new potential figure of merit for evaluating microstructure stability in photovoltaic polymer-fullerene blends JD Perea, S Langner, M Salvador, B Sanchez-Lengeling, N Li, C Zhang, ... The Journal of Physical Chemistry C 121 (33), 18153-18161, 2017 | 34 | 2017 |
A mixed quantum chemistry/machine learning approach for the fast and accurate prediction of biochemical redox potentials and its large-scale application to 315 000 redox reactions A Jinich, B Sanchez-Lengeling, H Ren, R Harman, A Aspuru-Guzik ACS central science 5 (7), 1199-1210, 2019 | 30 | 2019 |
A Bayesian approach to predict solubility parameters B Sanchez‐Lengeling, LM Roch, JD Perea, S Langner, CJ Brabec, ... Advanced Theory and Simulations 2 (1), 1800069, 2019 | 28 | 2019 |
Machine learning for scent: Learning generalizable perceptual representations of small molecules B Sanchez-Lengeling, JN Wei, BK Lee, RC Gerkin, A Aspuru-Guzik, ... arXiv preprint arXiv:1910.10685, 2019 | 24 | 2019 |
Rational design of layered oxide materials for sodium-ion batteries C Zhao, Q Wang, Z Yao, J Wang, B Sánchez-Lengeling, F Ding, X Qi, ... Science 370 (6517), 708-711, 2020 | 20 | 2020 |
Inverse design of nanoporous crystalline reticular materials with deep generative models Z Yao, B Sánchez-Lengeling, NS Bobbitt, BJ Bucior, SGH Kumar, ... Nature Machine Intelligence 3 (1), 76-86, 2021 | 19 | 2021 |
A Quantum Monte Carlo Study of the Reactions of CH with Acrolein S Pakhira, B Sanchez-Lengeling, O Olatunji-Ojo, M Caffarel, M Frenklach, ... The Journal of Physical Chemistry A 119 (18), 4214-4223, 2015 | 17 | 2015 |
Quantum chemistry reveals thermodynamic principles of redox biochemistry A Jinich, A Flamholz, H Ren, SJ Kim, B Sanchez-Lengeling, CAR Cotton, ... PLoS computational biology 14 (10), e1006471, 2018 | 13 | 2018 |
Materials Acceleration Platforms: On the way to autonomous experimentation MM Flores-Leonar, LM Mejía-Mendoza, A Aguilar-Granda, ... Current Opinion in Green and Sustainable Chemistry, 100370, 2020 | 11 | 2020 |
Learning more, with less B Sánchez-Lengeling, A Aspuru-Guzik ACS central science 3 (4), 275-277, 2017 | 6 | 2017 |
A thermodynamic atlas of carbon redox chemical space A Jinich, B Sanchez-Lengeling, H Ren, JE Goldford, E Noor, JN Sanders, ... Proceedings of the National Academy of Sciences 117 (52), 32910-32918, 2020 | 5 | 2020 |