Evolving Normalization-Activation Layers

Apr 28, 2020
Hanxiao Liu, Andrew Brock, Karen Simonyan, Quoc V. Le


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Transformation-based Adversarial Video Prediction on Large-Scale Data

Mar 09, 2020
Pauline Luc, Aidan Clark, Sander Dieleman, Diego de Las Casas, Yotam Doron, Albin Cassirer, Karen Simonyan


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LOGAN: Latent Optimisation for Generative Adversarial Networks

Dec 02, 2019
Yan Wu, Jeff Donahue, David Balduzzi, Karen Simonyan, Timothy Lillicrap


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Fast Sparse ConvNets

Nov 21, 2019
Erich Elsen, Marat Dukhan, Trevor Gale, Karen Simonyan


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Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Nov 19, 2019
Julian Schrittwieser, Ioannis Antonoglou, Thomas Hubert, Karen Simonyan, Laurent Sifre, Simon Schmitt, Arthur Guez, Edward Lockhart, Demis Hassabis, Thore Graepel, Timothy Lillicrap, David Silver


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High Fidelity Speech Synthesis with Adversarial Networks

Sep 26, 2019
Mikołaj Bińkowski, Jeff Donahue, Sander Dieleman, Aidan Clark, Erich Elsen, Norman Casagrande, Luis C. Cobo, Karen Simonyan


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Off-Policy Actor-Critic with Shared Experience Replay

Sep 25, 2019
Simon Schmitt, Matteo Hessel, Karen Simonyan


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Efficient Video Generation on Complex Datasets

Jul 15, 2019
Aidan Clark, Jeff Donahue, Karen Simonyan


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Large Scale Adversarial Representation Learning

Jul 04, 2019
Jeff Donahue, Karen Simonyan


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Non-Differentiable Supervised Learning with Evolution Strategies and Hybrid Methods

Jun 07, 2019
Karel Lenc, Erich Elsen, Tom Schaul, Karen Simonyan


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Hierarchical Autoregressive Image Models with Auxiliary Decoders

Mar 06, 2019
Jeffrey De Fauw, Sander Dieleman, Karen Simonyan


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The StreetLearn Environment and Dataset

Mar 04, 2019
Piotr Mirowski, Andras Banki-Horvath, Keith Anderson, Denis Teplyashin, Karl Moritz Hermann, Mateusz Malinowski, Matthew Koichi Grimes, Karen Simonyan, Koray Kavukcuoglu, Andrew Zisserman, Raia Hadsell

* 13 pages, 6 figures, 4 tables. arXiv admin note: text overlap with arXiv:1804.00168 

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Large Scale GAN Training for High Fidelity Natural Image Synthesis

Sep 28, 2018
Andrew Brock, Jeff Donahue, Karen Simonyan


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This Time with Feeling: Learning Expressive Musical Performance

Aug 10, 2018
Sageev Oore, Ian Simon, Sander Dieleman, Douglas Eck, Karen Simonyan

* Includes links to urls for audio samples 

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Learning to Search with MCTSnets

Jul 17, 2018
Arthur Guez, Théophane Weber, Ioannis Antonoglou, Karen Simonyan, Oriol Vinyals, Daan Wierstra, Rémi Munos, David Silver

* ICML 2018 (camera-ready version) 

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IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

Jun 28, 2018
Lasse Espeholt, Hubert Soyer, Remi Munos, Karen Simonyan, Volodymir Mnih, Tom Ward, Yotam Doron, Vlad Firoiu, Tim Harley, Iain Dunning, Shane Legg, Koray Kavukcuoglu


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The challenge of realistic music generation: modelling raw audio at scale

Jun 26, 2018
Sander Dieleman, Aäron van den Oord, Karen Simonyan

* 13 pages, 2 figures, submitted to NIPS 2018 

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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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DARTS: Differentiable Architecture Search

Jun 24, 2018
Hanxiao Liu, Karen Simonyan, Yiming Yang


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Learning to Navigate in Cities Without a Map

Apr 17, 2018
Piotr Mirowski, Matthew Koichi Grimes, Mateusz Malinowski, Karl Moritz Hermann, Keith Anderson, Denis Teplyashin, Karen Simonyan, Koray Kavukcuoglu, Andrew Zisserman, Raia Hadsell

* 13 pages, 13 figures 

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Kickstarting Deep Reinforcement Learning

Mar 10, 2018
Simon Schmitt, Jonathan J. Hudson, Augustin Zidek, Simon Osindero, Carl Doersch, Wojciech M. Czarnecki, Joel Z. Leibo, Heinrich Kuttler, Andrew Zisserman, Karen Simonyan, S. M. Ali Eslami


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Hierarchical Representations for Efficient Architecture Search

Feb 22, 2018
Hanxiao Liu, Karen Simonyan, Oriol Vinyals, Chrisantha Fernando, Koray Kavukcuoglu

* Accepted as a conference paper at ICLR 2018 

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Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Dec 05, 2017
David Silver, Thomas Hubert, Julian Schrittwieser, Ioannis Antonoglou, Matthew Lai, Arthur Guez, Marc Lanctot, Laurent Sifre, Dharshan Kumaran, Thore Graepel, Timothy Lillicrap, Karen Simonyan, Demis Hassabis


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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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Population Based Training of Neural Networks

Nov 28, 2017
Max Jaderberg, Valentin Dalibard, Simon Osindero, Wojciech M. Czarnecki, Jeff Donahue, Ali Razavi, Oriol Vinyals, Tim Green, Iain Dunning, Karen Simonyan, Chrisantha Fernando, Koray Kavukcuoglu


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StarCraft II: A New Challenge for Reinforcement Learning

Aug 16, 2017
Oriol Vinyals, Timo Ewalds, Sergey Bartunov, Petko Georgiev, Alexander Sasha Vezhnevets, Michelle Yeo, Alireza Makhzani, Heinrich Küttler, John Agapiou, Julian Schrittwieser, John Quan, Stephen Gaffney, Stig Petersen, Karen Simonyan, Tom Schaul, Hado van Hasselt, David Silver, Timothy Lillicrap, Kevin Calderone, Paul Keet, Anthony Brunasso, David Lawrence, Anders Ekermo, Jacob Repp, Rodney Tsing

* Collaboration between DeepMind & Blizzard. 20 pages, 9 figures, 2 tables 

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The Kinetics Human Action Video Dataset

May 19, 2017
Will Kay, Joao Carreira, Karen Simonyan, Brian Zhang, Chloe Hillier, Sudheendra Vijayanarasimhan, Fabio Viola, Tim Green, Trevor Back, Paul Natsev, Mustafa Suleyman, Andrew Zisserman


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Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders

Apr 05, 2017
Jesse Engel, Cinjon Resnick, Adam Roberts, Sander Dieleman, Douglas Eck, Karen Simonyan, Mohammad Norouzi


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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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