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A Practical Sparse Approximation for Real Time Recurrent Learning


Jun 12, 2020
Jacob Menick, Erich Elsen, Utku Evci, Simon Osindero, Karen Simonyan, Alex Graves


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The Kanerva Machine: A Generative Distributed Memory


Jun 18, 2018
Yan Wu, Greg Wayne, Alex Graves, Timothy Lillicrap

* Published as a conference paper at ICLR 2018 (corrected typos in revision) 

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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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Noisy Networks for Exploration


Feb 15, 2018
Meire Fortunato, Mohammad Gheshlaghi Azar, Bilal Piot, Jacob Menick, Ian Osband, Alex Graves, Vlad Mnih, Remi Munos, Demis Hassabis, Olivier Pietquin, Charles Blundell, Shane Legg

* ICLR 2018 

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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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Decoupled Neural Interfaces using Synthetic Gradients


Jul 03, 2017
Max Jaderberg, Wojciech Marian Czarnecki, Simon Osindero, Oriol Vinyals, Alex Graves, David Silver, Koray Kavukcuoglu


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Automated Curriculum Learning for Neural Networks


Apr 10, 2017
Alex Graves, Marc G. Bellemare, Jacob Menick, Remi Munos, Koray Kavukcuoglu


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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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Adaptive Computation Time for Recurrent Neural Networks


Feb 21, 2017
Alex Graves


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Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes


Oct 27, 2016
Jack W Rae, Jonathan J Hunt, Tim Harley, Ivo Danihelka, Andrew Senior, Greg Wayne, Alex Graves, Timothy P Lillicrap

* in 30th Conference on Neural Information Processing Systems (NIPS 2016), Barcelona, Spain 

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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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Stochastic Backpropagation through Mixture Density Distributions


Jul 19, 2016
Alex Graves


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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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Asynchronous Methods for Deep Reinforcement Learning


Jun 16, 2016
Volodymyr Mnih, Adrià Puigdomènech Badia, Mehdi Mirza, Alex Graves, Timothy P. Lillicrap, Tim Harley, David Silver, Koray Kavukcuoglu

* ICML 2016 

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Strategic Attentive Writer for Learning Macro-Actions


Jun 15, 2016
Alexander, Vezhnevets, Volodymyr Mnih, John Agapiou, Simon Osindero, Alex Graves, Oriol Vinyals, Koray Kavukcuoglu


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Memory-Efficient Backpropagation Through Time


Jun 10, 2016
Audrūnas Gruslys, Remi Munos, Ivo Danihelka, Marc Lanctot, Alex Graves


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Associative Long Short-Term Memory


May 19, 2016
Ivo Danihelka, Greg Wayne, Benigno Uria, Nal Kalchbrenner, Alex Graves

* ICML-2016 

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Grid Long Short-Term Memory


Jan 07, 2016
Nal Kalchbrenner, Ivo Danihelka, Alex Graves

* 15 pages 

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DRAW: A Recurrent Neural Network For Image Generation


May 20, 2015
Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende, Daan Wierstra


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Neural Turing Machines


Dec 10, 2014
Alex Graves, Greg Wayne, Ivo Danihelka


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Recurrent Models of Visual Attention


Jun 24, 2014
Volodymyr Mnih, Nicolas Heess, Alex Graves, Koray Kavukcuoglu


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Generating Sequences With Recurrent Neural Networks


Jun 05, 2014
Alex Graves

* Thanks to Peng Liu and Sergey Zyrianov for various corrections 

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Playing Atari with Deep Reinforcement Learning


Dec 19, 2013
Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, Martin Riedmiller

* NIPS Deep Learning Workshop 2013 

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Speech Recognition with Deep Recurrent Neural Networks


Mar 22, 2013
Alex Graves, Abdel-rahman Mohamed, Geoffrey Hinton

* To appear in ICASSP 2013 

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Sequence Transduction with Recurrent Neural Networks


Nov 14, 2012
Alex Graves

* First published in the International Conference of Machine Learning (ICML) 2012 Workshop on Representation Learning 

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Phoneme recognition in TIMIT with BLSTM-CTC


Apr 21, 2008
Santiago Fernández, Alex Graves, Juergen Schmidhuber

* 8 pages 

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Multi-Dimensional Recurrent Neural Networks


May 14, 2007
Alex Graves, Santiago Fernandez, Juergen Schmidhuber

* 10 pages, 10 figures 

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