José Miguel Hernández-Lobato
José Miguel Hernández-Lobato
University Lecturer (US Assistant Professor) University of Cambridge
Email verificata su cam.ac.uk - Home page
TitoloCitata daAnno
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
4372018
Probabilistic backpropagation for scalable learning of bayesian neural networks
JM Hernández-Lobato, R Adams
International Conference on Machine Learning, 1861-1869, 2015
2842015
Minerva: Enabling low-power, highly-accurate deep neural network accelerators
B Reagen, P Whatmough, R Adolf, S Rama, H Lee, SK Lee, ...
2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture …, 2016
2502016
Predictive entropy search for efficient global optimization of black-box functions
JM Hernández-Lobato, MW Hoffman, Z Ghahramani
Advances in neural information processing systems, 918-926, 2014
2202014
Grammar variational autoencoder
MJ Kusner, B Paige, JM Hernández-Lobato
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
1492017
Gans for sequences of discrete elements with the gumbel-softmax distribution
MJ Kusner, JM Hernández-Lobato
arXiv preprint arXiv:1611.04051, 2016
1002016
Deep Gaussian processes for regression using approximate expectation propagation
T Bui, D Hernández-Lobato, J Hernandez-Lobato, Y Li, R Turner
International Conference on Machine Learning, 1472-1481, 2016
892016
Black-box α-divergence minimization
JM Hernández-Lobato, Y Li, M Rowland, D Hernández-Lobato, T Bui, ...
International Machine Learning Society, 2016
882016
Generalized spike-and-slab priors for Bayesian group feature selection using expectation propagation
D Hernández-Lobato, JM Hernández-Lobato, P Dupont
The Journal of Machine Learning Research 14 (1), 1891-1945, 2013
822013
Collaborative Gaussian processes for preference learning
N Houlsby, F Huszar, Z Ghahramani, JM Hernández-Lobato
Advances in neural information processing systems, 2096-2104, 2012
812012
Stochastic expectation propagation
Y Li, JM Hernández-Lobato, RE Turner
Advances in neural information processing systems, 2323-2331, 2015
642015
Learning and policy search in stochastic dynamical systems with bayesian neural networks
S Depeweg, JM Hernández-Lobato, F Doshi-Velez, S Udluft
arXiv preprint arXiv:1605.07127, 2016
622016
Probabilistic matrix factorization with non-random missing data
JM Hernández-Lobato, N Houlsby, Z Ghahramani
International Conference on Machine Learning, 1512-1520, 2014
542014
Predictive entropy search for bayesian optimization with unknown constraints
JM Hernández-Lobato, MA Gelbart, MW Hoffman, RP Adams, ...
JMLR, 2015
522015
Predictive entropy search for multi-objective bayesian optimization
D Hernández-Lobato, J Hernandez-Lobato, A Shah, R Adams
International Conference on Machine Learning, 1492-1501, 2016
472016
Sequence tutor: Conservative fine-tuning of sequence generation models with kl-control
N Jaques, S Gu, D Bahdanau, JM Hernández-Lobato, RE Turner, D Eck
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
452017
Parallel and distributed Thompson sampling for large-scale accelerated exploration of chemical space
JM Hernández-Lobato, J Requeima, EO Pyzer-Knapp, A Aspuru-Guzik
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
402017
A general framework for constrained Bayesian optimization using information-based search
JM Hernández-Lobato, MA Gelbart, RP Adams, MW Hoffman, ...
The Journal of Machine Learning Research 17 (1), 5549-5601, 2016
382016
Expectation propagation in linear regression models with spike-and-slab priors
JM Hernández-Lobato, D Hernández-Lobato, A Suárez
Machine Learning 99 (3), 437-487, 2015
382015
Cold-start active learning with robust ordinal matrix factorization
N Houlsby, JM Hernández-Lobato, Z Ghahramani
International Conference on Machine Learning, 766-774, 2014
362014
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