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 

  Access Model/Code and Paper
Human-level performance in first-person multiplayer games with population-based deep reinforcement learning

Jul 03, 2018
Max Jaderberg, Wojciech M. Czarnecki, Iain Dunning, Luke Marris, Guy Lever, Antonio Garcia Castaneda, Charles Beattie, Neil C. Rabinowitz, Ari S. Morcos, Avraham Ruderman, Nicolas Sonnerat, Tim Green, Louise Deason, Joel Z. Leibo, David Silver, Demis Hassabis, Koray Kavukcuoglu, Thore Graepel


  Access Model/Code and Paper
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


  Access Model/Code and Paper
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 

  Access Model/Code and Paper
Neural Discrete Representation Learning

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


  Access Model/Code and Paper
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 

  Access Model/Code and Paper
Unsupervised Predictive Memory in a Goal-Directed Agent

Mar 28, 2018
Greg Wayne, Chia-Chun Hung, David Amos, Mehdi Mirza, Arun Ahuja, Agnieszka Grabska-Barwinska, Jack Rae, Piotr Mirowski, Joel Z. Leibo, Adam Santoro, Mevlana Gemici, Malcolm Reynolds, Tim Harley, Josh Abramson, Shakir Mohamed, Danilo Rezende, David Saxton, Adam Cain, Chloe Hillier, David Silver, Koray Kavukcuoglu, Matt Botvinick, Demis Hassabis, Timothy Lillicrap


  Access Model/Code and Paper
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 

  Access Model/Code and Paper
Matching Networks for One Shot Learning

Dec 29, 2017
Oriol Vinyals, Charles Blundell, Timothy Lillicrap, Koray Kavukcuoglu, Daan Wierstra


  Access Model/Code and Paper
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


  Access Model/Code and Paper
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


  Access Model/Code and Paper
Sample Efficient Actor-Critic with Experience Replay

Jul 10, 2017
Ziyu Wang, Victor Bapst, Nicolas Heess, Volodymyr Mnih, Remi Munos, Koray Kavukcuoglu, Nando de Freitas

* 20 pages. Prepared for ICLR 2017 

  Access Model/Code and Paper
Decoupled Neural Interfaces using Synthetic Gradients

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


  Access Model/Code and Paper
Automated Curriculum Learning for Neural Networks

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


  Access Model/Code and Paper
Combining policy gradient and Q-learning

Apr 07, 2017
Brendan O'Donoghue, Remi Munos, Koray Kavukcuoglu, Volodymyr Mnih


  Access Model/Code and Paper
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 

  Access Model/Code and Paper
FeUdal Networks for Hierarchical Reinforcement Learning

Mar 06, 2017
Alexander Sasha Vezhnevets, Simon Osindero, Tom Schaul, Nicolas Heess, Max Jaderberg, David Silver, Koray Kavukcuoglu


  Access Model/Code and Paper
Understanding Synthetic Gradients and Decoupled Neural Interfaces

Mar 01, 2017
Wojciech Marian Czarnecki, Grzegorz Świrszcz, Max Jaderberg, Simon Osindero, Oriol Vinyals, Koray Kavukcuoglu


  Access Model/Code and Paper
Learning to Navigate in Complex Environments

Jan 13, 2017
Piotr Mirowski, Razvan Pascanu, Fabio Viola, Hubert Soyer, Andrew J. Ballard, Andrea Banino, Misha Denil, Ross Goroshin, Laurent Sifre, Koray Kavukcuoglu, Dharshan Kumaran, Raia Hadsell

* 11 pages, 5 appendix pages, 11 figures, 3 tables, under review as a conference paper at ICLR 2017 

  Access Model/Code and Paper
Interaction Networks for Learning about Objects, Relations and Physics

Dec 01, 2016
Peter W. Battaglia, Razvan Pascanu, Matthew Lai, Danilo Rezende, Koray Kavukcuoglu

* Published in NIPS 2016 

  Access Model/Code and Paper
Reinforcement Learning with Unsupervised Auxiliary Tasks

Nov 16, 2016
Max Jaderberg, Volodymyr Mnih, Wojciech Marian Czarnecki, Tom Schaul, Joel Z Leibo, David Silver, Koray Kavukcuoglu


  Access Model/Code and Paper
Video Pixel Networks

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

* 16 pages 

  Access Model/Code and Paper
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


  Access Model/Code and Paper
Progressive Neural Networks

Sep 07, 2016
Andrei A. Rusu, Neil C. Rabinowitz, Guillaume Desjardins, Hubert Soyer, James Kirkpatrick, Koray Kavukcuoglu, Razvan Pascanu, Raia Hadsell


  Access Model/Code and Paper
Pixel Recurrent Neural Networks

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


  Access Model/Code and Paper
Attend, Infer, Repeat: Fast Scene Understanding with Generative Models

Aug 12, 2016
S. M. Ali Eslami, Nicolas Heess, Theophane Weber, Yuval Tassa, David Szepesvari, Koray Kavukcuoglu, Geoffrey E. Hinton


  Access Model/Code and Paper
Conditional Image Generation with PixelCNN Decoders

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


  Access Model/Code and Paper
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 

  Access Model/Code and Paper
Strategic Attentive Writer for Learning Macro-Actions

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


  Access Model/Code and Paper
Exploiting Cyclic Symmetry in Convolutional Neural Networks

May 26, 2016
Sander Dieleman, Jeffrey De Fauw, Koray Kavukcuoglu

* 10 pages, 6 figures, accepted for publication at ICML 2016 

  Access Model/Code and Paper