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Carl-Johann Simon-Gabriel

Metrizing Weak Convergence with Maximum Mean Discrepancies


Jun 16, 2020
Carl-Johann Simon-Gabriel, Alessandro Barp, Lester Mackey

* 10 pages. Correction of Thm.12 in Simon-Gabriel and Sch\"olkopf, JMLR, 19(44):1-29, 2018. See http://jmlr.org/papers/v19/16-291.html 

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Adversarial Vulnerability of Neural Networks Increases With Input Dimension


Oct 08, 2018
Carl-Johann Simon-Gabriel, Yann Ollivier, Léon Bottou, Bernhard Schölkopf, David Lopez-Paz

* 10 pages main text and references, 8 pages appendix, 7 figures 

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AdaGAN: Boosting Generative Models


May 24, 2017
Ilya Tolstikhin, Sylvain Gelly, Olivier Bousquet, Carl-Johann Simon-Gabriel, Bernhard Schölkopf

* Updated with MNIST pictures and discussions + Unrolled GAN experiments 

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From optimal transport to generative modeling: the VEGAN cookbook


May 22, 2017
Olivier Bousquet, Sylvain Gelly, Ilya Tolstikhin, Carl-Johann Simon-Gabriel, Bernhard Schoelkopf


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Consistent Kernel Mean Estimation for Functions of Random Variables


Oct 19, 2016
Carl-Johann Simon-Gabriel, Adam Ścibior, Ilya Tolstikhin, Bernhard Schölkopf

* NIPS 2016 Proceedings (p. 1732-1740) 
* 17 pages including appendix 

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Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions


Apr 18, 2016
Carl-Johann Simon-Gabriel, Bernhard Schölkopf

* 55 pages (33 pages main text, 22 pages appendix), 2 tables, 1 figure (in appendix) 

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Removing systematic errors for exoplanet search via latent causes


May 12, 2015
Bernhard Schölkopf, David W. Hogg, Dun Wang, Daniel Foreman-Mackey, Dominik Janzing, Carl-Johann Simon-Gabriel, Jonas Peters

* Extended version of a paper appearing in the Proceedings of the 32nd International Conference on Machine Learning, Lille, France, 2015 

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