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Learning Robust and Multilingual Speech Representations

Jan 29, 2020
Kazuya Kawakami, Luyu Wang, Chris Dyer, Phil Blunsom, Aaron van den Oord


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Shaping Belief States with Generative Environment Models for RL

Jun 24, 2019
Karol Gregor, Danilo Jimenez Rezende, Frederic Besse, Yan Wu, Hamza Merzic, Aaron van den Oord

* pre-print 

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Generating Diverse High-Fidelity Images with VQ-VAE-2

Jun 02, 2019
Ali Razavi, Aaron van den Oord, Oriol Vinyals


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Data-Efficient Image Recognition with Contrastive Predictive Coding

May 22, 2019
Olivier J. Hénaff, Ali Razavi, Carl Doersch, S. M. Ali Eslami, Aaron van den Oord


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On Variational Bounds of Mutual Information

May 16, 2019
Ben Poole, Sherjil Ozair, Aaron van den Oord, Alexander A. Alemi, George Tucker

* ICML 2019 

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Wasserstein Dependency Measure for Representation Learning

Mar 28, 2019
Sherjil Ozair, Corey Lynch, Yoshua Bengio, Aaron van den Oord, Sergey Levine, Pierre Sermanet


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Representation Learning with Contrastive Predictive Coding

Jul 10, 2018
Aaron van den Oord, Yazhe Li, Oriol Vinyals


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Efficient Neural Audio Synthesis

Jun 25, 2018
Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg, Aaron van den Oord, Sander Dieleman, Koray Kavukcuoglu

* 10 pages 

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Adversarial Risk and the Dangers of Evaluating Against Weak Attacks

Jun 12, 2018
Jonathan Uesato, Brendan O'Donoghue, Aaron van den Oord, Pushmeet Kohli


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Neural Discrete Representation Learning

May 30, 2018
Aaron van den Oord, Oriol Vinyals, Koray Kavukcuoglu


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Associative Compression Networks for Representation Learning

Apr 26, 2018
Alex Graves, Jacob Menick, Aaron van den Oord

* Revised to clarify difference between ACN and IID loss 

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Parallel WaveNet: Fast High-Fidelity Speech Synthesis

Nov 28, 2017
Aaron van den Oord, Yazhe Li, Igor Babuschkin, Karen Simonyan, Oriol Vinyals, Koray Kavukcuoglu, George van den Driessche, Edward Lockhart, Luis C. Cobo, Florian Stimberg, Norman Casagrande, Dominik Grewe, Seb Noury, Sander Dieleman, Erich Elsen, Nal Kalchbrenner, Heiga Zen, Alex Graves, Helen King, Tom Walters, Dan Belov, Demis Hassabis


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Count-Based Exploration with Neural Density Models

Jun 14, 2017
Georg Ostrovski, Marc G. Bellemare, Aaron van den Oord, Remi Munos


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Neural Machine Translation in Linear Time

Mar 15, 2017
Nal Kalchbrenner, Lasse Espeholt, Karen Simonyan, Aaron van den Oord, Alex Graves, Koray Kavukcuoglu

* 9 pages 

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Video Pixel Networks

Oct 03, 2016
Nal Kalchbrenner, Aaron van den Oord, Karen Simonyan, Ivo Danihelka, Oriol Vinyals, Alex Graves, Koray Kavukcuoglu

* 16 pages 

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WaveNet: A Generative Model for Raw Audio

Sep 19, 2016
Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, Koray Kavukcuoglu


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Pixel Recurrent Neural Networks

Aug 19, 2016
Aaron van den Oord, Nal Kalchbrenner, Koray Kavukcuoglu


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Conditional Image Generation with PixelCNN Decoders

Jun 18, 2016
Aaron van den Oord, Nal Kalchbrenner, Oriol Vinyals, Lasse Espeholt, Alex Graves, Koray Kavukcuoglu


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