@conference{SimonGabrieletal19, title = {First-Order Adversarial Vulnerability of Neural Networks and Input Dimension}, author = {Simon-Gabriel, C.-J. and Ollivier, Y. and Bottou, L. and Sch{\"o}lkopf, B. and Lopez-Paz, D.}, booktitle = {Proceedings of the 36th International Conference on Machine Learning (ICML)}, volume = {97}, pages = {5809--5817}, series = {Proceedings of Machine Learning Research}, editors = {Chaudhuri, Kamalika and Salakhutdinov, Ruslan}, publisher = {PMLR}, month = jun, year = {2019}, doi = {}, url = {http://proceedings.mlr.press/v97/simon-gabriel19a.html}, month_numeric = {6} } @conference{RojBarLop18, title = {Causal Discovery Using Proxy Variables}, author = {Rojas-Carulla, M. and Baroni, M. and Lopez-Paz, D.}, booktitle = {Workshop at 6th International Conference on Learning Representations (ICLR)}, month = may, year = {2018}, doi = {}, url = {https://openreview.net/pdf?id=B1VKG7kDM}, month_numeric = {5} } @conference{LopNisChiSchBot17, title = {Discovering Causal Signals in Images}, author = {Lopez-Paz, D. and Nishihara, R. and Chintala, S. and Sch{\"o}lkopf, B. and Bottou, L.}, booktitle = {Proceedings IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2017}, pages = {58--66}, publisher = {IEEE}, address = {Piscataway, NJ, USA}, month = jul, year = {2017}, doi = {10.1109/CVPR.2017.14}, url = {http://openaccess.thecvf.com/content_cvpr_2017/papers/Lopez-Paz_Discovering_Causal_Signals_CVPR_2017_paper.pdf}, month_numeric = {7} } @conference{LopSchBotVap16, title = {Unifying distillation and privileged information}, author = {Lopez-Paz, D. and Sch{\"o}lkopf, B. and Bottou, L. and Vapnik, V.}, booktitle = {International Conference on Learning Representations (ICLR)}, month = nov, year = {2016}, doi = {}, month_numeric = {11} } @conference{SchJanLop16, title = {Causal and statistical learning}, author = {Sch{\"o}lkopf, B. and Janzing, D. and Lopez-Paz, D.}, booktitle = {Oberwolfach Reports}, volume = {13}, number = {3}, pages = {1896--1899}, editors = {A. Christmann and K. Jetter and S. Smale and D.-X. Zhou}, year = {2016}, doi = {10.4171/OWR/2016/33}, url = {https://publications.mfo.de/handle/mfo/3537} } @article{LopMuaRec2015, title = {The Randomized Causation Coefficient}, author = {Lopez-Paz, D. and Muandet, K. and Recht, B.}, journal = {Journal of Machine Learning}, volume = {16}, pages = {2901--2907}, year = {2015}, doi = {}, url = {http://jmlr.org/papers/v16/lopezpaz15a.html} } @inproceedings{LopMuaSchTol2015, title = {Towards a Learning Theory of Cause-Effect Inference}, author = {Lopez-Paz, D. and Muandet, K. and Sch{\"o}lkopf, B. and Tolstikhin, I.}, booktitle = {Proceedings of the 32nd International Conference on Machine Learning}, volume = {37}, pages = {1452–1461}, series = {JMLR Workshop and Conference Proceedings}, editors = {F. Bach and D. Blei}, publisher = {JMLR}, year = {2015}, doi = {} } @talk{LopezPaz2014, title = {The Randomized Dependence Coefficient (UC Berkeley, MSKCC, MIT, Harvard, 2013)}, author = {Lopez-Paz, D.}, year = {2014}, doi = {} } @article{Altobellietal2014, title = {Two numerical models designed to reproduce Saturn ring temperatures as measured by Cassini-CIRS}, author = {Altobelli, N. and Lopez-Paz, D. and Pilorz, S. and Spilker, lJ. and Morishima, R. and Brooks, S. and Leyrat, C. and Deau, E. and Edgington, S. and Flandes, A.}, journal = {Icarus}, volume = {238}, number = {0}, pages = {205 - 220}, year = {2014}, doi = {10.1016/j.icarus.2014.04.031}, url = {http://www.sciencedirect.com/science/article/pii/S0019103514002231} } @inproceedings{LopezPazSSGS2014, title = {Randomized Nonlinear Component Analysis}, author = {Lopez-Paz, D. and Sra, S. and Smola, A. and Ghahramani, Z. and Sch{\"o}lkopf, B.}, booktitle = {Proceedings of the 31st International Conference on Machine Learning, W\&CP 32 (1)}, pages = {1359-1367}, editors = {Eric P. Xing and Tony Jebara}, publisher = {JMLR}, year = {2014}, doi = {} } @inproceedings{DJZ2013, title = {Gaussian Process Vine Copulas for Multivariate Dependence}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM. and Ghahramani, Z.}, booktitle = {Proceedings of the 30th International Conference on Machine Learning, W\&CP 28(2)}, pages = {10-18}, editors = {S Dasgupta and D McAllester}, publisher = {JMLR}, year = {2013}, note = {Poster: http://people.tuebingen.mpg.de/dlopez/papers/icml2013_gpvine_poster.pdf}, doi = {} } @inproceedings{LopezPazS2013, title = {The Randomized Dependence Coefficient}, author = {Lopez-Paz, D. and Hennig, P. and Sch{\"o}lkopf, B.}, booktitle = {Advances in Neural Information Processing Systems 26}, pages = {1--9}, editors = {C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger}, year = {2013}, doi = {} } @poster{LopezPazHG2013, title = {Gaussian Process Vine Copulas for Multivariate Dependence}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM. and Ghahramani, Z.}, year = {2013}, doi = {} } @poster{LopezPazHS2013, title = {The Randomized Dependence Coefficient}, author = {Lopez-Paz, D. and Hennig, P. and Sch{\"o}lkopf, B.}, year = {2013}, doi = {} } @talk{LopezPazD2013, title = {Random Projections (Computational and Biological Learning Lab, University of Cambridge, 2013)}, author = {Lopez-Paz, D. and Duvenaud, D.}, year = {2013}, doi = {} } @poster{LopezPazHS2012_2, title = {Semi-Supervised Domain Adaptation with Copulas}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM. and Sch{\"o}lkopf, B.}, year = {2012}, doi = {} } @inproceedings{LopezPazHS2012, title = {Semi-Supervised Domain Adaptation with Copulas}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM. and Sch{\"o}lkopf, B.}, booktitle = {Advances in Neural Information Processing Systems 25}, pages = {674--682}, editors = {P Bartlett, FCN Pereira, CJC. Burges, L Bottou, and KQ Weinberger}, publisher = {Curran Associates Inc.}, year = {2012}, doi = {} } @inproceedings{LopezPazH2011, title = {Transfer Learning with Copulas}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM.}, pages = {2}, year = {2011}, doi = {} } @poster{HernandezLobatoLG2011_2, title = {Expectation Propagation for the Estimation of Conditional Bivariate Copulas}, author = {Hernandez-Lobato, JM. and Lopez-Paz, D. and Gharhamani, Z.}, year = {2011}, doi = {} } @inproceedings{HernandezLobatoLG2011, title = {Expectation Propagation for the Estimation of Conditional Bivariate Copulas}, author = {Hernandez-Lobato, JM. and Lopez-Paz, D. and Gharhamani, Z.}, pages = {2}, year = {2011}, doi = {} } @poster{LopezPazH2011_2, title = {Transfer Learning with Copulas}, author = {Lopez-Paz, D. and Hernandez-Lobato, JM.}, year = {2011}, doi = {} }