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GAUDI: A Neural Architect for Immersive 3D Scene Generation


Jul 27, 2022
Miguel Angel Bautista, Pengsheng Guo, Samira Abnar, Walter Talbott, Alexander Toshev, Zhuoyuan Chen, Laurent Dinh, Shuangfei Zhai, Hanlin Goh, Daniel Ulbricht, Afshin Dehghan, Josh Susskind

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* Project webpage: https://github.com/apple/ml-gaudi 

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Perfect density models cannot guarantee anomaly detection


Dec 07, 2020
Charline Le Lan, Laurent Dinh

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* 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


Feb 17, 2020
Chin-Wei Huang, Laurent Dinh, Aaron Courville

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* 27 pages, 12 figures 

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Discrete Flows: Invertible Generative Models of Discrete Data


May 24, 2019
Dustin Tran, Keyon Vafa, Kumar Krishna Agrawal, Laurent Dinh, Ben Poole

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A RAD approach to deep mixture models


Mar 18, 2019
Laurent Dinh, Jascha Sohl-Dickstein, Razvan Pascanu, Hugo Larochelle

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* 9 pages of main content, 4 pages of appendices 

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VideoFlow: A Flow-Based Generative Model for Video


Mar 04, 2019
Manoj Kumar, Mohammad Babaeizadeh, Dumitru Erhan, Chelsea Finn, Sergey Levine, Laurent Dinh, Durk Kingma

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Learning Awareness Models


Apr 17, 2018
Brandon Amos, Laurent Dinh, Serkan Cabi, Thomas Rothörl, Sergio Gómez Colmenarejo, Alistair Muldal, Tom Erez, Yuval Tassa, Nando de Freitas, Misha Denil

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* Accepted to ICLR 2018 

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Learnable Explicit Density for Continuous Latent Space and Variational Inference


Oct 06, 2017
Chin-Wei Huang, Ahmed Touati, Laurent Dinh, Michal Drozdzal, Mohammad Havaei, Laurent Charlin, Aaron Courville

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

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Sharp Minima Can Generalize For Deep Nets


May 15, 2017
Laurent Dinh, Razvan Pascanu, Samy Bengio, Yoshua Bengio

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

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Density estimation using Real NVP


Feb 27, 2017
Laurent Dinh, Jascha Sohl-Dickstein, Samy Bengio

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

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