About
Discord Stateoftheart AI
GitHub

Publications

36

Cited by

2912

David Lopez-Paz

machine learningstatisticscausality

Facebook AI Research

Papers and Citations

1 - 50
mixup: Beyond empirical risk minimization
2017
Moustapha Cisse
Yann N. Dauphin
David Lopez-Paz
+2
Cited by 1834
Gradient episodic memory for continual learning
2017
Marc'Aurelio Ranzato
David Lopez-Paz
Cited by 646
Unifying distillation and privileged information
2015
David Lopez-Paz
Vladimir Vapnik
Bernhard Schölkopf
+2
Cited by 261
Invariant risk minimization
2019
Martin Arjovsky
David Lopez-Paz
Leon Bottou
+1
Cited by 233
Optimizing the latent space of generative networks
2018
Arthur Szlam
Armand Joulin
Piotr Bojanowski
+2
Cited by 214
Interpolation consistency training for semi-supervised learning
2019
Alex Lamb
David Lopez-Paz
Yoshua Bengio
+2
Cited by 187
Revisiting classifier two-sample tests
2017
David Lopez-Paz
Maxime Oquab
Cited by 163
Randomized nonlinear component analysis
2014
Zoubin Ghahramani
Suvrit Sra
Alex Smola
+2
Cited by 146
The randomized dependence coefficient
2013
Bernhard Schölkopf
Philipp Hennig
David Lopez-Paz
Cited by 146
Towards a learning theory of cause-effect inference
2015
Krikamol Muandet
David Lopez-Paz
Ilya Tolstikhin
+1
Cited by 119
Discovering causal signals in images
2017
Robert Nishihara
Soumith Chintala
Leon Bottou
+2
Cited by 65
Learning functional causal models with generative neural networks
2018
Philippe Caillou
David Lopez-Paz
Olivier Goudet
+4
Cited by 59
First-order adversarial vulnerability of neural networks and input dimension
2019
Leon Bottou
Yann Ollivier
David Lopez-Paz
+3
Cited by 57
Single-model uncertainties for deep learning
2019
Natasa Tagasovska
David Lopez-Paz
Cited by 56
In search of lost domain generalization
2020
David Lopez-Paz
Ishaan Gulrajani
Cited by 46
Gaussian process vine copulas for multivariate dependence
2013
David Lopez-Paz
Zoubin Ghahramani
Jos� Miguel Hern�ndez-Lobato
Cited by 33
Semi-supervised domain adaptation with non-parametric copulas
2012
David Lopez-Paz
Jos� Miguel Hern�ndez-Lobato
Bernhard Schölkopf
Cited by 31
Permutation equivariant models for compositional generalization in language
2020
Diane Bouchacourt
D Bouchacourt
J Gordon
+2
Cited by 23
From dependence to causation
2016
David Lopez-Paz
Cited by 22
The randomized causation coefficient
2015
Krikamol Muandet
Benjamin Recht
David Lopez-Paz
Cited by 22
Geometrical insights for implicit generative modeling
2018
Leon Bottou
Martin Arjovsky
Maxime Oquab
+1
Cited by 20
Frequentist uncertainty estimates for deep learning
2018
David Lopez-Paz
Natasa Tagasovska
Cited by 18
Patient-driven privacy control through generalized distillation
2017
Patrick McDaniel
P McDaniel
David Lopez-Paz
+1
Cited by 18
Causal generative neural networks
2017
P Caillou
Isabelle Guyon
David Lopez-Paz
+3
Cited by 18
Using hindsight to anchor past knowledge in continual learning
2020
Arslan Chaudhry
Albert Gordo
Puneet K. Dokania
+2
Cited by 17
Learning about an exponential amount of conditional distributions
2019
Maxime Oquab
Mohamed Ishmael Belghazi
David Lopez-Paz
Cited by 8
Non-linear causal inference using gaussianity measures
2016
P Morales-Mombiela
A Suarez
David Lopez-Paz
+1
Cited by 7
Poincaré maps for analyzing complex hierarchies in single-cell data
2020
Leon Bottou
Maximilian Nickel
David Lopez-Paz
+1
Cited by 6
Causal discovery using proxy variables
2017
Mateo Rojas-Carulla
Marco Baroni
David Lopez-Paz
Cited by 5
No Regret Bound for Extreme Bandits
2016
David Lopez-Paz
Robert Nishihara
Leon Bottou
Cited by 3
Easing non-convex optimization with neural networks
2018
David Lopez-Paz
Levent Sagun
Cited by 3
Minimax lower bounds for realizable transductive classification
2016
Ilya Tolstikhin
David Lopez-Paz
Cited by 1
Measuring causal influence with back-to-back regression: the linear case
2019
F Charton
David Lopez-Paz
Maxime Oquab
+1
Cited by
Discriminating the Influence of Correlated Factors from Multivariate Observations: the Back-to-Back Regression
2020
F Charton
Jean-R�mi King
David Lopez-Paz
+1
Cited by
Back-to-back regression: Disentangling the influence of correlated factors from multivariate observations
2020
Jean-R�mi King
David Lopez-Paz
Francois Charton
+1
Cited by
Expectation Propagation for the Estimation of Conditional Bivariate Copulas
2011
Jos� Miguel Hern�ndez-Lobato
David Lopez-Paz
Zoubin Ghahramani
Cited by