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Perfect density models cannot guarantee anomaly detection



Charline Le Lan , Laurent Dinh

* I Can't Believe It's Not Better Workshop, 9 pages and 6 figures in main content, 4 pages of bibliography, and 3 pages and 3 figures in Appendix 

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Augmented Normalizing Flows: Bridging the Gap Between Generative Flows and Latent Variable Models



Chin-Wei Huang , Laurent Dinh , Aaron Courville

* 27 pages, 12 figures 

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Discrete Flows: Invertible Generative Models of Discrete Data



Dustin Tran , Keyon Vafa , Kumar Krishna Agrawal , Laurent Dinh , Ben Poole


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A RAD approach to deep mixture models



Laurent Dinh , Jascha Sohl-Dickstein , Razvan Pascanu , Hugo Larochelle

* 9 pages of main content, 4 pages of appendices 

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VideoFlow: A Flow-Based Generative Model for Video



Manoj Kumar , Mohammad Babaeizadeh , Dumitru Erhan , Chelsea Finn , Sergey Levine , Laurent Dinh , Durk Kingma


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Learning Awareness Models



Brandon Amos , Laurent Dinh , Serkan Cabi , Thomas Rothörl , Sergio Gómez Colmenarejo , Alistair Muldal , Tom Erez , Yuval Tassa , Nando de Freitas , Misha Denil

* Accepted to ICLR 2018 

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Learnable Explicit Density for Continuous Latent Space and Variational Inference



Chin-Wei Huang , Ahmed Touati , Laurent Dinh , Michal Drozdzal , Mohammad Havaei , Laurent Charlin , Aaron Courville

* 2 figures, 5 pages, submitted to ICML Principled Approaches to Deep Learning workshop 

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Sharp Minima Can Generalize For Deep Nets



Laurent Dinh , Razvan Pascanu , Samy Bengio , Yoshua Bengio

* 8.5 pages of main content, 2.5 of bibliography and 1 page of appendix 

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Density estimation using Real NVP



Laurent Dinh , Jascha Sohl-Dickstein , Samy Bengio

* 10 pages of main content, 3 pages of bibliography, 18 pages of appendix. Accepted at ICLR 2017 

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Theano: A Python framework for fast computation of mathematical expressions



The Theano Development Team , Rami Al-Rfou , Guillaume Alain , Amjad Almahairi , Christof Angermueller , Dzmitry Bahdanau , Nicolas Ballas , Frédéric Bastien , Justin Bayer , Anatoly Belikov , Alexander Belopolsky , Yoshua Bengio , Arnaud Bergeron , James Bergstra , Valentin Bisson , Josh Bleecher Snyder , Nicolas Bouchard , Nicolas Boulanger-Lewandowski , Xavier Bouthillier , Alexandre de Brébisson , Olivier Breuleux , Pierre-Luc Carrier , Kyunghyun Cho , Jan Chorowski , Paul Christiano , Tim Cooijmans , Marc-Alexandre Côté , Myriam Côté , Aaron Courville , Yann N. Dauphin , Olivier Delalleau , Julien Demouth , Guillaume Desjardins , Sander Dieleman , Laurent Dinh , Mélanie Ducoffe , Vincent Dumoulin , Samira Ebrahimi Kahou , Dumitru Erhan , Ziye Fan , Orhan Firat , Mathieu Germain , Xavier Glorot , Ian Goodfellow , Matt Graham , Caglar Gulcehre , Philippe Hamel , Iban Harlouchet , Jean-Philippe Heng , Balázs Hidasi , Sina Honari , Arjun Jain , Sébastien Jean , Kai Jia , Mikhail Korobov , Vivek Kulkarni , Alex Lamb , Pascal Lamblin , Eric Larsen , César Laurent , Sean Lee , Simon Lefrancois , Simon Lemieux , Nicholas Léonard , Zhouhan Lin , Jesse A. Livezey , Cory Lorenz , Jeremiah Lowin , Qianli Ma , Pierre-Antoine Manzagol , Olivier Mastropietro , Robert T. McGibbon , Roland Memisevic , Bart van Merriënboer , Vincent Michalski , Mehdi Mirza , Alberto Orlandi , Christopher Pal , Razvan Pascanu , Mohammad Pezeshki , Colin Raffel , Daniel Renshaw , Matthew Rocklin , Adriana Romero , Markus Roth , Peter Sadowski , John Salvatier , François Savard , Jan Schlüter , John Schulman , Gabriel Schwartz , Iulian Vlad Serban , Dmitriy Serdyuk , Samira Shabanian , Étienne Simon , Sigurd Spieckermann , S. Ramana Subramanyam , Jakub Sygnowski , Jérémie Tanguay , Gijs van Tulder , Joseph Turian , Sebastian Urban , Pascal Vincent , Francesco Visin , Harm de Vries , David Warde-Farley , Dustin J. Webb , Matthew Willson , Kelvin Xu , Lijun Xue , Li Yao , Saizheng Zhang , Ying Zhang

* 19 pages, 5 figures 

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