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Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning

Oct 07, 2020
Sumedh A. Sontakke, Arash Mehrjou, Laurent Itti, Bernhard Schölkopf


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Real-time Prediction of COVID-19 related Mortality using Electronic Health Records

Aug 31, 2020
Patrick Schwab, Arash Mehrjou, Sonali Parbhoo, Leo Anthony Celi, Jürgen Hetzel, Markus Hofer, Bernhard Schölkopf, Stefan Bauer


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Learning Dynamical Systems using Local Stability Priors

Aug 23, 2020
Arash Mehrjou, Andrea Iannelli, Bernhard Schölkopf


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Automatic Policy Synthesis to Improve the Safety of Nonlinear Dynamical Systems

Jun 06, 2020
Arash Mehrjou, Mohammad Ghavamzadeh, Bernhard Schölkopf

* 24 pages 

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Kernel-Guided Training of Implicit Generative Models with Stability Guarantees

Nov 03, 2019
Arash Mehrjou, Wittawat Jitkrittum, Krikamol Muandet, Bernhard Schölkopf

* There was a misunderstanding in how an article should be updated on arXiv. We have withdrawn this article from this link. The same article can be found at arXiv:1901.09206 

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Dual IV: A Single Stage Instrumental Variable Regression

Oct 27, 2019
Krikamol Muandet, Arash Mehrjou, Si Kai Lee, Anant Raj


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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


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Witnessing Adversarial Training in Reproducing Kernel Hilbert Spaces

Jan 26, 2019
Arash Mehrjou, Wittawat Jitkrittum, Bernhard Schölkopf, Krikamol Muandet


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Deep Nonlinear Non-Gaussian Filtering for Dynamical Systems

Nov 14, 2018
Arash Mehrjou, Bernhard Schölkopf


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Tempered Adversarial Networks

Jul 11, 2018
Mehdi S. M. Sajjadi, Giambattista Parascandolo, Arash Mehrjou, Bernhard Schölkopf

* accepted to ICML 2018 

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A Local Information Criterion for Dynamical Systems

May 27, 2018
Arash Mehrjou, Friedrich Solowjow, Sebastian Trimpe, Bernhard Schölkopf


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Fidelity-Weighted Learning

May 23, 2018
Mostafa Dehghani, Arash Mehrjou, Stephan Gouws, Jaap Kamps, Bernhard Schölkopf

* Published as a conference paper at ICLR 2018 

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Distribution Aware Active Learning

May 23, 2018
Arash Mehrjou, Mehran Khodabandeh, Greg Mori


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Deep Energy Estimator Networks

May 21, 2018
Saeed Saremi, Arash Mehrjou, Bernhard Schölkopf, Aapo Hyvärinen


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Analysis of Nonautonomous Adversarial Systems

Mar 13, 2018
Arash Mehrjou

* 5 pages 

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Towards life cycle identification of malaria parasites using machine learning and Riemannian geometry

Aug 17, 2017
Arash Mehrjou

* 22 pages, 8 Figures 

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Annealed Generative Adversarial Networks

May 21, 2017
Arash Mehrjou, Bernhard Schölkopf, Saeed Saremi

* 9 pages, 6 figures 

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