Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
On Mutual Information Maximization for Representation Learning

Jul 31, 2019
Michael Tschannen, Josip Djolonga, Paul K. Rubenstein, Sylvain Gelly, Mario Lucic

* Michael Tschannen and Josip Djolonga contributed equally 

  Access Paper or Ask Questions

Practical and Consistent Estimation of f-Divergences

May 27, 2019
Paul K. Rubenstein, Olivier Bousquet, Josip Djolonga, Carlos Riquelme, Ilya Tolstikhin


  Access Paper or Ask Questions

The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA

May 16, 2019
Luigi Gresele, Paul K. Rubenstein, Arash Mehrjou, Francesco Locatello, Bernhard Schölkopf


  Access Paper or Ask Questions

An Empirical Study of Generative Models with Encoders

Dec 19, 2018
Paul K. Rubenstein, Yunpeng Li, Dominik Roblek


  Access Paper or Ask Questions

From Deterministic ODEs to Dynamic Structural Causal Models

Jul 09, 2018
Paul K. Rubenstein, Stephan Bongers, Bernhard Schoelkopf, Joris M. Mooij

* Accepted for publication in Conference on Uncertainy in Artificial Intelligence 

  Access Paper or Ask Questions

On the Latent Space of Wasserstein Auto-Encoders

Feb 11, 2018
Paul K. Rubenstein, Bernhard Schoelkopf, Ilya Tolstikhin


  Access Paper or Ask Questions

Causal Consistency of Structural Equation Models

Jul 04, 2017
Paul K. Rubenstein, Sebastian Weichwald, Stephan Bongers, Joris M. Mooij, Dominik Janzing, Moritz Grosse-Wentrup, Bernhard Schölkopf

* Proceedings of the Annual Conference on Uncertainty in Artificial Intelligence, UAI 2017 
* equal contribution between Rubenstein and Weichwald; accepted manuscript 

  Access Paper or Ask Questions

Probabilistic Active Learning of Functions in Structural Causal Models

Jun 30, 2017
Paul K. Rubenstein, Ilya Tolstikhin, Philipp Hennig, Bernhard Schoelkopf

* 9 pages main text + 4 pages supplement 

  Access Paper or Ask Questions

A Kernel Test for Three-Variable Interactions with Random Processes

Mar 08, 2016
Paul K. Rubenstein, Kacper P. Chwialkowski, Arthur Gretton

* 15 pages including 5 pages of supplementary material, 3 figures 

  Access Paper or Ask Questions