Juan Pavez
TitleCited byYear
Approximating likelihood ratios with calibrated discriminative classifiers
K Cranmer, J Pavez, G Louppe
arXiv preprint arXiv:1506.02169, 2015
432015
Constraining effective field theories with machine learning
J Brehmer, K Cranmer, G Louppe, J Pavez
Physical review letters 121 (11), 111801, 2018
412018
A guide to constraining effective field theories with machine learning
J Brehmer, K Cranmer, G Louppe, J Pavez
Physical Review D 98 (5), 052004, 2018
372018
Mining gold from implicit models to improve likelihood-free inference
J Brehmer, G Louppe, J Pavez, K Cranmer
arXiv preprint arXiv:1805.12244, 2018
222018
Working memory networks: Augmenting memory networks with a relational reasoning module
J Pavez, H Allende, H Allende-Cid
arXiv preprint arXiv:1805.09354, 2018
82018
Likelihood-free inference with an improved cross-entropy estimator
M Stoye, J Brehmer, G Louppe, J Pavez, K Cranmer
arXiv preprint arXiv:1808.00973, 2018
72018
Experiments using machine learning to approximate likelihood ratios for mixture models
K Cranmer, J Pavez, G Louppe, WK Brooks
Journal of Physics Conference Series, 2016
72016
Effective LHC measurements with matrix elements and machine learning
J Brehmer, K Cranmer, I Espejo, F Kling, G Louppe, J Pavez
arXiv preprint arXiv:1906.01578, 2019
42019
Generalized matter couplings in general relativity
CG Böhmer, S Carloni
Physical Review D 98 (2), 024054, 2018
12018
carl: a likelihood-free inference toolbox
G Louppe, J Pavez, K Cranmer
J. Open Source Softw., 2016
12016
Constraining Effective Field Theories with Machine Learning
J Pavez, K Cranmer, J Brehmer, G Louppe
Physical Review Letters 121 (arXiv: 1805.00013), 2018
2018
Neural Networks for the Reconstruction and Separation of High Energy Particles in a Preshower Calorimeter
J Pavez, H Hakobyan, C Valle, W Brooks, S Kuleshov, H Allende
Iberoamerican Congress on Pattern Recognition, 491-498, 2017
2017
Approximating likelihood ratios with calibrated classifiers
G Louppe, K Cranmer, J Pavez
2016
New search
J Brehmer, G Louppe, J Pavez
Working Memory Networks
J Pavez, H Allende, H Allende-Cid
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Articles 1–15