Publications

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."Human-level performance in first-person multiplayer games with population-based deep reinforcement learning", 2018.
Arxiv Blog bibtex


@article {jaderberg-ctf-2018,
    title={Human-level performance in first-person multiplayer games with population-based deep reinforcement learning},
    author={Max Jaderberg and Wojciech M. Czarnecki and Iain Dunning and Luke Marris and Guy Lever and Antonio Garcia Castaneda and Charles Beattie and Neil C. Rabinowitz and Ari S. Morcos and Avraham Ruderman and Nicolas Sonnerat and Tim Green and Louise Deason and Joel Z. Leibo and David Silver and Demis Hassabis and Koray Kavukcuoglu and Thore Graepel},
    year={2018},
    eprint={1807.01281},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

S.M. Ali Eslami, Danilo Jimenez Rezende, Frederic Besse, Fabio Viola, Ari S Morcos, Marta Garnelo, Avraham Ruderman, Andrei A Rusu, Ivo Danihelka, Karol Gregor, David P Reichert, Lars Buesing, Theophane Weber, Oriol Vinyals, Dan Rosenbaum, Neil Rabinowitz, Helen King, Chloe Hillier, Matt Botvinick, Daan Wierstra, Koray Kavukcuoglu, Demis Hassabis."Neural scene representation and rendering", 2018.
Science Blog PDF bibtex


@article {eslami-nsr-2018,
	author = {Eslami, S. M. Ali and Jimenez Rezende, Danilo and Besse, Frederic and Viola, Fabio and Morcos, Ari S. and Garnelo, Marta and Ruderman, Avraham and Rusu, Andrei A. and Danihelka, Ivo and Gregor, Karol and Reichert, David P. and Buesing, Lars and Weber, Theophane and Vinyals, Oriol and Rosenbaum, Dan and Rabinowitz, Neil and King, Helen and Hillier, Chloe and Botvinick, Matt and Wierstra, Daan and Kavukcuoglu, Koray and Hassabis, Demis},
	title = {Neural scene representation and rendering},
	volume = {360},
	number = {6394},
	pages = {1204--1210},
	year = {2018},
	doi = {10.1126/science.aar6170},
	publisher = {American Association for the Advancement of Science},
	issn = {0036-8075},
	URL = {http://science.sciencemag.org/content/360/6394/1204},
	eprint = {http://science.sciencemag.org/content/360/6394/1204.full.pdf},
	journal = {Science}
}

Andrea Banino, Caswell Barry, Benigno Uria, Charles Blundell, Timothy Lillicrap, Piotr Mirowski, Alexander Pritzel, Martin J Chadwick, Thomas Degris, Joseph Modayil, Greg Wayne, Hubert Soyer, Fabio Viola, Brian Zhang, Ross Goroshin, Neil Rabinowitz, Razvan Pascanu, Charlie Beattie, Stig Petersen, Amir Sadik, Stephen Gaffney, Helen King, Koray Kavukcuoglu, Demis Hassabis, Raia Hadsell, Dharshan Kumaran."Vector-based navigation using grid-like representations in artificial agents", 2018.
Nature Blog PDF bibtex


@article{banino-vector-2018,
  author = {Banino, Andrea and Barry, Caswell and Uria, Benigno and Blundell, Charles and Lillicrap, Timothy and Mirowski, Piotr and Pritzel, Alexander and Chadwick, Martin J. and Degris, Thomas and Modayil, Joseph and Wayne, Greg and Soyer, Hubert and Viola, Fabio and Zhang, Brian and Goroshin, Ross and Rabinowitz, Neil and Pascanu, Razvan and Beattie, Charlie and Petersen, Stig and Sadik, Amir and Gaffney, Stephen and King, Helen and Kavukcuoglu, Koray and Hassabis, Demis and Hadsell, Raia and Kumaran, Dharshan},
  year = {2018},
  title = {Vector-based navigation using grid-like representations in artificial agents},
  journal = {Nature},
  publisher = {Nature Publishing Group},
  issn = {0028-0836},
  doi = {10.1038/s41586-018-0102-6},
  volume = {557},
  month = {5},
  pages = {429--433},
  number = {7705}
}


@article{mirowski-navigation-2018,
  title={Learning to Navigate in Cities Without a Map},
  author={Mirowski, Piotr and Grimes, Matthew Koichi and Malinowski, Mateusz and Hermann, Karl Moritz and Anderson, Keith and Teplyashin, Denis and Simonyan, Karen and Kavukcuoglu, Koray and Zisserman, Andrew and Hadsell, Raia},
  journal={arXiv preprint arXiv:1804.00168},
  year={2018}
}

Greg Wayne, ChiaChun 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."Unsupervised Predictive Memory in a Goal-Directed Agent", 2018.
Arxiv bibtex


@article{greg-predictive-memory-2018,
   author = {Wayne, Greg and Hung, Chia-Chun and Amos, David and Mirza, Mehdi and Ahuja, Arun and Grabska-Barwinska, Agnieszka and Rae, Jack and Mirowski, Piotr and Leibo, Joel Z and Santoro, Adam and Gemici, Mevlana and Reynolds, Malcolm and Harley, Tim and Abramson, Josh and Mohamed, Shakir and Rezende, Danilo and Saxton, David and Cain, Adam and Hiller, Chloe and Silver, David and Kavukcuoglu, Koray and Botvinick, Matt and Hassabis, Demis and Lillicrap, Timothy},
    title = {Unsupervised Predictive Memory in a Goal-Directed Agent},
  journal = {ArXiv e-prints},
     year = {2018}
 }

Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg, Aaron van den Oord, Sander Dieleman, Koray Kavukcuoglu."Efficient Neural Audio Synthesis", 2018.
Arxiv bibtex


@article{kalchbrenner-wavernn-2018,
  title={Efficient Neural Audio Synthesis},
  author={Kalchbrenner, Nal and Elsen, Erich and Simonyan, Karen and Noury, Seb and Casagrande, Norman and Lockhart, Edward and Stimberg, Florian and Oord, Aaron van den and Dieleman, Sander and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1802.08435},
  year={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."IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures", 2018.
Arxiv bibtex


@article{espeholt-impala-2018,
  title={IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures},
  author={Espeholt, Lasse and Soyer, Hubert and Munos, Remi and Simonyan, Karen and Mnih, Volodymir and Ward, Tom and Doron, Yotam and Firoiu, Vlad and Harley, Tim and Dunning, Iain and others},
  journal={arXiv preprint arXiv:1802.01561},
  year={2018}
}

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. "Parallel WaveNet: Fast High-Fidelity Speech Synthesis", 2017.
Arxiv bibtex


@article{aaron-parallel-wavenet-2017,
  title={Parallel WaveNet: Fast High-Fidelity Speech Synthesis},
  author={Oord, Aaron van den and Li, Yazhe and Babuschkin, Igor and Simonyan, Karen and Vinyals, Oriol and Kavukcuoglu, Koray and Driessche, George van den and Lockhart, Edward and Cobo, Luis C and Stimberg, Florian and Casagrande, Norman and Grewe, Dominik and Noury, Seb and Dieleman, Sander and Elsen, Erich and Kalchbrenner, Nal and Zen, Heiga and Graves, Alex and King, Helen and Walters, Tom and Belov, Dan and Hassabis, Demis},
  journal={arXiv preprint arXiv:1711.10433},
  year={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. "Population Based Training of Neural Networks", 2017.
Arxiv bibtex


@article{max-pbt-2017,
  title={Population Based Training of Neural Networks},
  author={Jaderberg, Max and Dalibard, Valentin and Osindero, Simon and Czarnecki, Wojciech M and Donahue, Jeff and Razavi, Ali and Vinyals, Oriol and Green, Tim and Dunning, Iain and Simonyan, Karen and Fernando, Chrisantha and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1711.09846},
  year={2017}
}

Aaron van den Oord, Oriol Vinyals, Koray Kavukcuoglu. "Neural Discrete Representation Learning", 2017.
Arxiv bibtex

@article{aaron-neural-discrete-2017,
  title={Neural Discrete Representation Learning},
  author={van den Oord, Aaron and Vinyals, Oriol and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1711.00937},
  year={2017}
}

Hanxiao Liu, Karen Simonyan, Oriol Vinyals, Chrisantha Fernando, Koray Kavukcuoglu. "Hierarchical Representations for Efficient Architecture Search", 2017.
Arxiv bibtex

@article{hanxiao-architecture-search-2017,
  title={Hierarchical Representations for Efficient Architecture Search},
  author={Liu, Hanxiao and Simonyan, Karen and Vinyals, Oriol and Fernando, Chrisantha and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1711.00436},
  year={2017}
}

Alex Graves, Marc G. Bellemare, Jacob Menick, Remi Munos, Koray Kavukcuoglu. "Automated Curriculum Learning for Neural Networks", 2017.
Arxiv bibtex

@article{graves-automated-curriculum-2017,
  title={Automated Curriculum Learning for Neural Networks},
  author={Graves, Alex and Bellemare, Marc G. and Menick, Jacob and Munos, Remi and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1704.03003},
  year={2017}
}

Alexander Sasha Vezhnevets, Simon Osindero, Tom Schaul, Nicolas Heess, Max Jaderberg, David Silver, Koray Kavukcuoglu. "FeUdal Networks for Hierarchical Reinforcement Learning", 2017.
Arxiv bibtex

@article{sasha-fun-2017,
  title={FeUdal Networks for Hierarchical Reinforcement Learning},
  author={Vezhnevets, Alexander Sasha and Osindero, Simon and Schaul, Tom and Heess, Nicolas and Jaderberg, Max and Silver, David and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1703.01161},
  year={2017}
}

Wojciech Marian Czarnecki, Grzegorz Świrszcz, Max Jaderberg, Simon Osindero, Oriol Vinyals, Koray Kavukcuoglu. "Understanding Synthetic Gradients and Decoupled Neural Interfaces", 2017.
Arxiv bibtex

@article{wojciech-understand-dni-2017,
  title={Understanding Synthetic Gradients and Decoupled Neural Interfaces},
  author={Czarnecki, Wojciech Marian and Świrszcz, Grzegorz and Jaderberg, Max and Osindero, Simon and Vinyals, Oriol and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1703.00522},
  year={2017}
}

Peter W. Battaglia, Razvan Pascanu, Matthew Lai, Danilo Rezende, Koray Kavukcuoglu. "Interaction Networks for Learning about Objects, Relations and Physics", 2016.
Arxiv bibtex

@article{peter-interaction-2016,
  title={Interaction Networks for Learning about Objects, Relations and Physics},
  author={Battaglia, Peter W. and Pascanu, Razvan and Lai, Matthew and Rezende, Danilo and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1612.00222},
  year={2016}
}

Max Jaderberg, Volodymyr Mnih, Wojciech Marian Czarnecki, Tom Schaul, Joel Z Leibo, David Silver, Koray Kavukcuoglu. "Reinforcement learning with unsupervised auxiliary tasks", 2016.
Arxiv bibtex

@article{max-unreal-2016,
  title={Reinforcement learning with unsupervised auxiliary tasks},
  author={Jaderberg, Max and Mnih, Volodymyr and Czarnecki, Wojciech Marian and Schaul, Tom and Leibo, Joel Z and Silver, David and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1611.05397},
  year={2016}
}

Piotr Mirowski, Razvan Pascanu, Fabio Viola, Hubert Soyer, Andy Ballard, Andrea Banino, Misha Denil, Ross Goroshin, Laurent Sifre, Koray Kavukcuoglu, Dharshan Kumaran, Raia Hadsell. "Learning to navigate in complex environments", 2016.
Arxiv bibtex

@article{piotr-nav-2016,
  title={Learning to navigate in complex environments},
  author={Mirowski, Piotr and Pascanu, Razvan and Viola, Fabio and Soyer, Hubert and Ballard, Andy and Banino, Andrea and Denil, Misha and Goroshin, Ross and Sifre, Laurent and Kavukcuoglu, Koray and Kumaran, Dharshan and Hadsell, Raia},
  journal={arXiv preprint arXiv:1611.03673},
  year={2016}
}

Brendan O'Donoghue, Remi Munos, Koray Kavukcuoglu, Volodymyr Mnih. "PGQ: Combining policy gradient and Q-learning", 2016.
Arxiv bibtex

@article{brendan-pgq-2016,
  title={PGQ: Combining policy gradient and Q-learning},
  author={O'Donoghue, Brendan and Munos, Remi and Kavukcuoglu, Koray and Mnih, Volodymyr},
  journal={arXiv preprint arXiv:1611.01626},
  year={2016}
}

Ziyu Wang, Victor Bapst, Nicolas Heess, Volodymyr Mnih, Remi Munos, Koray Kavukcuoglu, Nando de Freitas. "Sample Efficient Actor-Critic with Experience Replay", 2016.
Arxiv bibtex

@article{ziyu-acer-2016,
  title={Sample Efficient Actor-Critic with Experience Replay},
  author={Wang, Ziyu and Bapst, Victor and Heess, Nicolas and Mnih, Volodymyr and  Munos, Remi and  Kavukcuoglu and Koray and de Freitas, Nando},
  journal={arXiv preprint arXiv:1611.01224},
  year={2016}}

Nal Kalchbrenner, Lasse Espeholt, Karen Simonyan, Aaron van den Oord, Alex Graves, Koray Kavukcuoglu. "Neural Machine Translation in Linear Time", 2016.
Arxiv bibtex

@article{nal-bytenet-2016,
  title={Neural Machine Translation in Linear Time},
  author={Kalchbrenner, Nal and Espeholt, Lasse and Simonyan, Karen and Oord, Aaron van den and Graves, Alex and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1610.10099},
  year={2016}}

Nal Kalchbrenner, Aaron van den Oord, Karen Simonyan, Ivo Danihelka, Oriol Vinyals, Alex Graves, Koray Kavukcuoglu. "Video Pixel Networks", 2016.
Arxiv bibtex

@article{nal-vpn-2016,
  title={Video Pixel Networks},
  author={Kalchbrenner, Nal and Oord, Aaron van den and Simonyan, Karen and Danihelka, Ivo and Vinyals, Oriol and Graves, Alex and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1610.00527},
  year={2016}}

Alex Graves, Greg Wayne, Malcolm Reynolds, Tim Harley, Ivo Danihelka, Agnieszka Grabska-Barwińska, Sergio Gómez Colmenarejo, Edward Grefenstette, Tiago Ramalho, John Agapiou, Adrià Puigdomènech Badia, Karl Moritz Hermann, Yori Zwols, Georg Ostrovski, Adam Cain, Helen King, Christopher Summerfield, Phil Blunsom, Koray Kavukcuoglu, Demis Hassabis. "Hybrid computing using a neural network with dynamic external memory", 2016.
Nature Blog PDF bibtex

@article{graves-dnc-2016,
	Author = {Graves, Alex and Wayne, Greg and Reynolds, Malcolm and Harley, Tim and Danihelka, Ivo and Grabska-Barwi{\'n}ska, Agnieszka and Colmenarejo, Sergio G{\'o}mez and Grefenstette, Edward and Ramalho, Tiago and Agapiou, John and Badia, Adri{\`a}Puigdom{\`e}nech and Hermann, Karl Moritz and Zwols, Yori and Ostrovski, Georg and Cain, Adam and King, Helen and Summerfield, Christopher and Blunsom, Phil and Kavukcuoglu, Koray and Hassabis, Demis},
	Journal = {Nature},
	Month = {10},
	Number = {7626},
	Pages = {471--476},
	Title = {Hybrid computing using a neural network with dynamic external memory},
	Volume = {538},
	Year = {2016}}
}

Aaron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior and Koray Kavukcuoglu. "WaveNet: A Generative Model for Raw Audio", 2016.
Arxiv Blog bibtex

@article{aaron-wavenet-2016,
  title={WaveNet: A Generative Model for Raw Audio},
  author={Oord, Aaron van den and  Dieleman, Sander and  Zen, Heiga and  Simonyan, Karen and  Vinyals, Oriol and Graves, Alex and Kalchbrenner, Nal and  Senior, Andrew and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1609.03499},
  year={2016}}

Max Jaderberg, Wojciech Marian Czarnecki, Simon Osindero, Oriol Vinyals, Alex Graves, Koray Kavukcuoglu. "Decoupled Neural Interfaces using Synthetic Gradients", 2016.
Arxiv bibtex

@article{jaderberg-dni-2016,
  title={Decoupled Neural Interfaces using Synthetic Gradients},
  author={Jaderberg, Max and Czarnecki, Wojciech Marian and Osindero, Simon and Vinyals, Oriol and Graves, Alex and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1608.05343},
  year={2016}}

Aaron van den Oord, Nal Kalchbrenner, Oriol Vinyals, Lasse Espeholt, Alex Graves, Koray Kavukcuoglu. "Conditional Image Generation with PixelCNN Decoders", in NIPS, 2016.
Arxiv bibtex

@article{aaron-pixelcnn-2016,
  title={Conditional Image Generation with PixelCNN Decoders},
  author={Oord, Aaron van den and Kalchbrenner, Nal and Vinyals, Oriol and Espeholt, Lasse and Graves, Alex and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1606.05328},
  year={2016}}

Alexander (Sasha) Vezhnevets, Volodymyr Mnih, John Agapiou, Simon Osindero, Alex Graves, Oriol Vinyals, Koray Kavukcuoglu. "Strategic Attentive Writer for Learning Macro-Actions", in NIPS, 2016.
Arxiv bibtex

@article{sasha-straw-2016,
  title={Strategic Attentive Writer for Learning Macro-Actions},
  author={Vezhnevets, Alexander (Sasha) and Mnih, Volodymyr and Agapiou, John and Osindero, Simon and Graves, Alex and Vinyals, Oriol and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1606.04695},
  year={2016}}

Andrei A. Rusu, Neil C. Rabinowitz, Guillaume Desjardins, Hubert Soyer, James Kirkpatrick, Koray Kavukcuoglu, Razvan Pascanu, Raia Hadsell. "Progressive Neural Networks", 2016.
Arxiv bibtex

@article{rusu-progressive-2016,
  title={Progressive Neural Networks},
  author={Rusu, Andrei A. and Rabinowitz, Neil C. and Desjardins, Guillaume and Soyer, Hubert and Kirkpatrick, James and Kavukcuoglu, Koray and Pascanu, Razvan and Hadsell, Raia},
  journal={arXiv preprint arXiv:1606.04671},
  year={2016}}

Oriol Vinyals, Charles Blundell, Timothy Lillicrap, Koray Kavukcuoglu, Daan Wierstra. "Matching Networks for One Shot Learning", in NIPS, 2016.
Arxiv bibtex

@article{vinyals-matchnet-2016,
  title={Matching Networks for One Shot Learning},
  author={Vinyals, Oriol and Blundell, Charles and Lillicrap, Timothy and  Kavukcuoglu, Koray and Wierstra, Daan},
  journal={arXiv preprint arXiv:1606.04080},
  year={2016}}

S. M. Ali Eslami, Nicolas Heess, Theophane Weber, Yuval Tassa, Koray Kavukcuoglu, Geoffrey E. Hinton."Attend, Infer, Repeat: Fast Scene Understanding with Generative Models", in NIPS, 2016.
Arxiv bibtex

@article{eslami-air-2016,
  title={Attend, Infer, Repeat: Fast Scene Understanding with Generative Models},
  author={Eslami, SM and Heess, Nicolas and Weber, Theophane and Tassa, Yuval and Kavukcuoglu, Koray and Hinton, Geoffrey E},
  journal={arXiv preprint arXiv:1603.08575},
  year={2016}}

Sander Dieleman, Jeffrey De Fauw and Koray Kavukcuoglu."Exploiting Cyclic Symmetry in Convolutional Neural Networks", in ICML, 2016.
Arxiv bibtex

@article{dieleman-cyclic-2016,
  title={Exploiting Cyclic Symmetry in Convolutional Neural Networks},
  author={Dieleman, Sander and De Fauw, Jeffrey and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1602.02660},
  year={2016}
}

Volodymyr Mnih, Adrià Puigdomènech Badia, Mehdi Mirza, Alex Graves, Timothy P. Lillicrap, Tim Harley, David Silver, Koray Kavukcuoglu."Asynchronous Methods for Deep Reinforcement Learning", in ICML, 2016.
Arxiv bibtex TORCS Video MuJoCo Video Labyrinth Video

@article{mnih-asyncrl-2016,
	Author = {Mnih, V. and Puigdomenech Badia, A. and Mirza, M. and 
	Graves, A. and Lillicrap, T.~P. and Harley, T. and Silver, D. and 
	Kavukcuoglu, K.},
    	title = "{Asynchronous Methods for Deep Reinforcement Learning}",
	journal = {ArXiv preprint arXiv:1602.01783},
     	year = {2016}}

David Silver, Aja Huang, Chris J. Maddison, Arthur Guez, Laurent Sifre, George van den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, Sander Dieleman, Dominik Grewe, John Nham, Nal Kalchbrenner, Ilya Sutskever, Timothy Lillicrap, Madeleine Leach, Koray Kavukcuoglu, Thore Graepel, Demis Hassabis."Mastering the game of Go with deep neural networks and tree search", in Nature 529, 484–489, 2016.
Web Nature bibtex

@article{silver-alphago-2016,
	Author = {Silver, David and Huang, Aja and Maddison, Chris J. and Guez, Arthur and Sifre, Laurent and van den Driessche, George and Schrittwieser, Julian and Antonoglou, Ioannis and Panneershelvam, Veda and Lanctot, Marc and Dieleman, Sander and Grewe, Dominik and Nham, John and Kalchbrenner, Nal and Sutskever, Ilya and Lillicrap, Timothy and Leach, Madeleine and Kavukcuoglu, Koray and Graepel, Thore and Hassabis, Demis},
	Journal = {Nature},
	Month = {01},
	Number = {7587},
	Pages = {484--489},
	Title = {Mastering the game of Go with deep neural networks and tree search},
	Volume = {529},
	Year = {2016}}

Aaron van den Oord, Nal Kalchbrenner, Koray Kavukcuoglu."Pixel Recurrent Neural Networks", in ICML, 2016.
Arxiv bibtex

@incollection{aaron-pixelrnn-2016,
   author = {van den Oord, A. and Kalchbrenner, N. and Kavukcuoglu, K.},
    title = {Pixel Recurrent Neural Networks},
  journal = {ArXiv preprint arXiv:1601.06759},
     year = {2016}
}

Andrei A. Rusu, Sergio Gomez Colmenarejo, Caglar Gulcehre, Guillaume Desjardins, James Kirkpatrick, Razvan Pascanu, Volodymyr Mnih, Koray Kavukcuoglu, Raia Hadsell."Policy Distillation", in ICLR, 2016.
Arxiv bibtex

@incollection{rusu-distillation-2015,
  title={Policy Distillation},
  author={Rusu, Andrei A and Colmenarejo, Sergio Gomez and Gulcehre, Caglar and Desjardins, Guillaume and Kirkpatrick, James and Pascanu, Razvan and Mnih, Volodymyr and Kavukcuoglu, Koray and Hadsell, Raia},
  journal={arXiv preprint arXiv:1511.06295},
  year={2015}
}

Guillaume Desjardins, Karen Simonyan, Razvan Pascanu, Koray Kavukcuoglu."Natural Neural Networks", in NIPS, 2015.
Arxiv bibtex

@incollection{desjardins-natural-2015,
  title={Natural Neural Networks},
  author={Desjardins, Guillaume and Simonyan, Karen and Pascanu, Razvan and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1507.00210},
  year={2015}
}

Max Jaderberg, Karen Simonyan, Andrew Zisserman, Koray Kavukcuoglu. "Spatial Transformer Networks", in NIPS, 2015.
Arxiv bibtex

@incollection{jaderberg-transformer-2015,
  title={Spatial Transformer Networks},
  author={Jaderberg, Max and Simonyan, Karen and Zisserman, Andrew and Kavukcuoglu, Koray},
  journal={arXiv preprint arXiv:1506.02025},
  year={2015}
}

Charles Blundell, Julien Cornebise, Koray Kavukcuoglu, Daan Wierstra. "Weight Uncertainty in Neural Networks", in ICML, 2015.
Arxiv bibtex

@incollection{blundell-uncertainty-2015,
  title={Weight Uncertainty in Neural Networks},
  author={Blundell, Charles and Cornebise, Julien and Kavukcuoglu, Koray and Wierstra, Daan},
  booktitle={ICML'15},
  year={2015}
}

A Nair, P Srinivasan, S Blackwell, C Alcicek, R Fearon, A De Maria, V Panneershelvam, M Suleyman, C Beattie, S Petersen, S Legg, V Mnih, K Kavukcuoglu, D Silver "Massively Parallel Methods for Deep Reinforcement Learning", in Deep Learning Workshop at ICML, 2015.
Arxiv bibtex

@article{nair-gorila-2015,
  title={Massively parallel methods for deep reinforcement learning},
  author={Nair, Arun and Srinivasan, Praveen and Blackwell, Sam and Alcicek, Cagdas and Fearon, Rory and De Maria, Alessandro and Panneershelvam, Vedavyas and Suleyman, Mustafa and Beattie, Charles and Petersen, Stig and others},
  journal={arXiv preprint arXiv:1507.04296},
  year={2015}
}

Jimmy Ba, Volodymyr Mnih, Koray Kavukcuoglu. "Multiple Object Recognition with Visual Attention", in ICLR, 2015.
Arxiv bibtex

@incollection{ba-attention-2015,
  title={Multiple Object Recognition with Visual Attention},
  author={Ba, Jimmy and Mnih, Volodymyr and Kavukcuoglu, Koray},
  booktitle={ICLR'15},
  year={2015}
}

Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis. "Human-level control through deep reinforcement learning", in Nature 518, 529–533 , 2015.
Web Nature PDF Code bibtex


@article{mnih-dqn-2015,
	Author = {Mnih, Volodymyr and Kavukcuoglu, Koray and Silver, David and Rusu, Andrei A. and Veness, Joel and Bellemare, Marc G. and Graves, Alex and Riedmiller, Martin and Fidjeland, Andreas K. and Ostrovski, Georg and Petersen, Stig and Beattie, Charles and Sadik, Amir and Antonoglou, Ioannis and King, Helen and Kumaran, Dharshan and Wierstra, Daan and Legg, Shane and Hassabis, Demis},
	Date = {2015/02/26/print},
	Date-Added = {2015-03-03 15:43:42 +0000},
	Date-Modified = {2015-03-03 15:43:42 +0000},
	Day = {26},
	Isbn = {0028-0836},
	Journal = {Nature},
	L3 = {10.1038/nature14236; http://www.nature.com/nature/journal/v518/n7540/abs/nature14236.html#supplementary-information},
	M3 = {Letter},
	Month = {02},
	Number = {7540},
	Pages = {529--533},
	Publisher = {Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved.},
	Title = {Human-level control through deep reinforcement learning},
	Ty = {JOUR},
	Url = {http://dx.doi.org/10.1038/nature14236},
	Volume = {518},
	Year = {2015},
}

Volodymyr Mnih, Nicolas Hees, Alex Graves, Koray Kavukcuoglu. "Recurrent Models of Visual Attention", in NIPS, 2014.
Arxiv bibtex

@incollection{mnih-attention-2014,
  title = {Recurrent Models of Visual Attention},
  author = {Volodymyr Mnih and Nicolas Hees and Alex Graves and Koray Kavukcuoglu},
  booktitle = {NIPS},
  year = {2014}
}

Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, Martin Riedmiller. "Playing Atari With Deep Reinforcement Learning", in NIPS Deep Learning Workshop, 2013.
PDF bibtex

@incollection{mnih-atari-2013,
  title = {Playing Atari With Deep Reinforcement Learning},
  author = {Volodymyr Mnih and Koray Kavukcuoglu and David Silver and Alex Graves and Ioannis Antonoglou and Daan Wierstra and Martin Riedmiller},
  booktitle = {NIPS Deep Learning Workshop},
  year = {2013}
}

Andriy Mnih, Koray Kavukcuoglu. "Learning word embeddings efficiently with noise-contrastive estimation", in Advances in Neural Information Processing Systems (NIPS), 2013.
PDF bibtex

@incollection{mnih-nips-2013,
  title = {Learning word embeddings efficiently with noise-contrastive estimation},
  author = {Andriy Mnih and Koray Kavukcuoglu},
  booktitle = {Advances in Neural Information Processing Systems (NIPS 2013)},
  year = {2013}
}

P. Sermanet, K. Kavukcuoglu, S. Chintala, Y. LeCun. "Pedestrian Detection with Unsupervised Multi-Stage Feature Learning.", in Proc. International Conference on Computer Vision and Pattern Recognition (CVPR), 2013.
PDF bibtex

@incollection{sermanet-cvpr-2013,
  title = {Pedestrian Detection with Unsupervised Multi-Stage Feature Learning},
  author = {P. Sermanet and K. Kavukcuoglu and S. Chintala and Y. LeCun},
  booktitle = {Proc. International Conference on Computer Vision and Pattern Recognition (CVPR'13)},
  publisher = {IEEE},
  year = {2013}
}

R. Collobert, K. Kavukcuoglu, C. Farabet. "Implementing Neural Networks Efficiently.", in Neural Networks: Tricks of the Trade, G. Montavon, G. Orr and K-R. Muller (Ed), Springer, 2012.
PDF bibtex

@incollection{collobert-torch-2012,
  title = {Implementing Neural Networks Efficiently},
  author = {R. Collobert and K. Kavukcuoglu and C. Farabet},
  booktitle = {Neural Networks: Tricks of the Trade},
  publisher = {Springer},
  editor = {G. Montavon and G. Orr and K-R. Muller},
  year = {2012}
}

Yunlong He, Yanjun Qi, Koray Kavukcuoglu, Haesun Park, "Learning the Dependency Structure of Latent Factors", in Advances in Neural Information Processing Systems (NIPS), 2012.
PDF Supplemetary Material bibtex

@inproceedings{ yunlong-nips-12,
 original = "orig/yunlong-nips-12.pdf",
 author = "Yunlong He and Yanjun Qi and Koray Kavukcuoglu and Haesun Park",
 title = "Learning the Dependency Structure of Latent Factors",
 booktitle = "Advances in Neural Information Processing Systems (NIPS 2012)",
 year = "2012",
}

Abhishek Kumar, Alexandru Niculescu-Mizil, Koray Kavukcuoglu, Hal Daume III, "A Binary Classification Framework for Two Stage Multiple Kernel Learning", in ICML, 2012.
PDF bibtex

@inproceedings{bib-kumar-icml-12,  
title = "A Binary Classification Framework for Two Stage Multiple Kernel Learning",  
author = "Abhishek Kumar and Alexandru Niculescu-Mizil and Koray Kavukcuoglu and Hal Daume III", 
booktitle = "Proceedings of the International Conference on Machine Learning", 
year = "2012"}

Ronan Collobert, Jason Weston, Leon Bottou, Michael Karlen, Koray Kavukcuoglu, Pavel Kuksa, "Natural Language Processing (Almost) from Scratch", in JMLR, 2011.
PDF bibtex

@article{bib-collobert-jmlr-11,  
title = "Natural Language Processing (Almost) from Scratch",  
author = "R. Collobert and J. Weston and L. Bottou and M. Karlen and K. Kavukcuoglu and P. Kuksa", 
journal = "Journal of Machine Learning Research", 
volume = "12", 
pages = "2493--2537", 
year = "2011"}

Mikael Henaff, Kevin Jarrett, Koray Kavukcuoglu and Yann LeCun, "Unsupervised Learning of Sparse Features for Scalable Audio Classification", in ISMIR, 2011.
PDF DjVu bibtex

@inproceedings{ henaff-ismir-11,
 title = "Unsupervised Learning of Sparse Features for Scalable Audio Classification",
 author = "Henaff, Mikael and Jarrett, Kevin and Kavukcuoglu, Koray and LeCun, Yann",
 booktitle = "Proceedings of International Symposium on Music Information Retrieval (ISMIR'11)",
 year = "2011"
}

Clément Farabet, Yann LeCun, Koray Kavukcuoglu, Eugenio Culurciello, Berin Martini, Polina Akselrod and Selcuk Talay, "Large-Scale FPGA-based Convolutional Networks", in Scaling up Machine Learning: Parallel and Distributed Approaches, 2011.
PDF DjVu bibtex

@bookchapter{ farabet-suml-11,
 title = "Large-Scale FPGA-based Convolutional Networks",
 author = "Farabet, Cl\'ement and LeCun, Yann and Kavukcuoglu, Koray and Culurciello, Eugenio and Martini, Berin and Akselrod, Polina and Talay, Selcuk",
 booktitle = "Scaling up Machine Learning: Parallel and Distributed Approaches",
 editor = "Bekkerman, Ron and Bilenko, Mikhail and Langford, John",
 publisher = "Cambridge University Press",
 year = "2011"
}

Koray Kavukcuoglu, "Learning Feature Hierarchies for Object Recognition ", PhD Thesis, Jan. 2011.
PDF DjVu bibtex

@phdthesis{ koray-phd-thesis-11,
  urlpdf = "http://koray.kavukcuoglu.org/publis/KavukcuogluPhDThesis.pdf",
  urldjvu = "http://koray.kavukcuoglu.org/publis/KavukcuogluPhDThesis.djvu",
  author =	 "Koray Kavukcuoglu",
  title =	 "Learning Feature Hierarchies for Object Recognition ",
  school =	 "New York University",
  address =	 "New York City, New York",
  month =	 "January",
  year =	 "2011"
}

Koray Kavukcuoglu, Pierre Sermanet, Y-Lan Boureau, Karol Gregor, Michael Mathieu, and Yann LeCun, "Learning Convolutional Feature Hierachies for Visual Recognition", in Advances in Neural Information Processing Systems (NIPS 2010), 2010.
PDF DjVu bibtex

@inproceedings{ koray-nips-10,
 original = "orig/koray-nips-10.pdf",
 author = "Kavukcuoglu, Koray and Sermanet, Pierre and Boureau, {Y-Lan} and Gregor, Karol and Mathieu, {Micha\"el} and LeCun, Yann",
 title = "Learning Convolutional Feature Hierachies for Visual Recognition",
 booktitle = "Advances in Neural Information Processing Systems (NIPS 2010)",
 year = "2010",
 urlpdf="http://koray.kavukcuoglu.org/publis/koray-nips-10.pdf",
 urldjvu="http://koray.kavukcuoglu.org/publis/koray-nips-10.djvu"
}

Arthur Szlam, Koray Kavukcuoglu, and Yann LeCun, "Convolutional Matching Pursuit and Dictionary Training", 2010.
Arxiv PDF DjVu bibtex

@article { szlam-convmp-10,
 title = "Convolutional Matching Pursuit and Dictionary Training",
 author = "Arthur Szlam and Koray Kavukcuoglu and Yann LeCun",
 year = "2010",
 urlarxiv= "http://arxiv.org/abs/1010.0422",
 urlpdf = "http://koray.kavukcuoglu.org/publis/aszlam-convmp-2010.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/aszlam-convmp-2010.djvu",
}

Yann Lecun, Koray Kavukcuoglu, and Clement Farabet, "Convolutional Networks and Applications in Vision", in Proc. International Symposium on Circuits and Systems (ISCAS'10), 2010.
PDF DjVu bibtex

@inproceedings { lecun-iscas-10,
 title = "Convolutional Networks and Applications in Vision",
 author = "Lecun, Yann and Kavukcuoglu, Koray and Farabet, Cl\'ement",
 booktitle="Proc. International Symposium on Circuits and Systems (ISCAS'10)",
 publisher = "IEEE",
 year = "2010",
 urlpdf = "http://koray.kavukcuoglu.org/publis/lecun-iscas-10.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/lecun-iscas-10.djvu"
}

Yanjun Qi, Pavel P. Kuksa, Ronan Collobert, Kunihiko Sadamasa, Koray Kavukcuoglu, and Jason Weston, "Semi-Supervised Sequence Labeling with Self-Learned Features", in Proc. International Conference on Data Mining (ICDM'09), 2009.
PDF DjVu bibtex

@inproceedings { qi-icdm-09,
 title = "Semi-Supervised Sequence Labeling with Self-Learned Features",
 author = "Qi, Yanjun and Kuksa, Pavel P. and Collobert, Ronan and Sadamasa, Kunihiko and Kavukcuoglu, Koray and Weston, Jason",
 booktitle="Proc. International Conference on Data Mining (ICDM'09)",
 publisher = "IEEE",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/qi-icdm-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/qi-icdm-09.djvu"
}

Kevin Jarrett, Koray Kavukcuoglu, Marc'Aurelio Ranzato, and Yann LeCun, "What is the Best Multi-Stage Architecture for Object Recognition?", in Proc. International Conference on Computer Vision (ICCV'09), 2009.
PDF DjVu bibtex

@inproceedings { jarrett-iccv-09,
 title = "What is the Best Multi-Stage Architecture for Object Recognition?",
 author = "Jarrett, Kevin and Kavukcuoglu, Koray and Ranzato, Marc'Aurelio and LeCun, Yann",
 booktitle = "Proc. International Conference on Computer Vision (ICCV'09)",
 publisher = "IEEE",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/jarrett-iccv-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/jarrett-iccv-09.djvu",
 urlcode = "http://cs.nyu.edu/\~{}koray/wp/?page_id=29"
}

Koray Kavukcuoglu, Marc'Aurelio Ranzato, Rob Fergus, and Yann LeCun, "Learning Invariant Features through Topographic Filter Maps", in Proc. International Conference on Computer Vision and Pattern Recognition (CVPR'09), 2009.
PDF DjVu bibtex

@inproceedings { koray-cvpr-09,
 title = "Learning Invariant Features through Topographic Filter Maps",
 author = "Kavukcuoglu, Koray and Ranzato, Marc'Aurelio and Fergus, Rob and LeCun, Yann",
 booktitle = "Proc. International Conference on Computer Vision and Pattern Recognition (CVPR'09)",
 publisher = "IEEE",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/koray-cvpr-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/koray-cvpr-09.djvu",
 urlcode = "http://cs.nyu.edu/\~{}koray/wp/?page_id=29"
}

Yanjun Qi, Ronan Collobert, Pavel P. Kuksa, Koray Kavukcuoglu, and Jason Weston, "Combining Labeled and Unlabeled Data with Word-Class Distribution Learning", in Proceedings of the ACM Conference on Information and Knowledge Management (CIKM'09), 2009.
PDF DjVu bibtex

@inproceedings { qi-cikm-09,
 title = "Combining Labeled and Unlabeled Data with Word-Class Distribution Learning",
 author = "Qi, Yanjun and Collobert, Ronan and Kuksa, Pavel P. and Kavukcuoglu, Koray and Weston, Jason",
 booktitle="Proceedings of the ACM Conference on Information and Knowledge Management (CIKM'09)",
 publisher = "ACM",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/qi-cikm-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/qi-cikm-09.djvu"
}

Pierre Sermanet, Koray Kavukcuoglu, and Yann LeCun, "EBLearn: Open-Source Energy-Based Learning in C++", in Proceedings of the International Conference on Tools with Artificial Intelligence (ICTAI'09), 2009.
PDF DjVu bibtex

@inproceedings { sermanet-ictai-09,
 title = "EBLearn: Open-Source Energy-Based Learning in C++",
 author = "Sermanet, Pierre and Kavukcuoglu, Koray and LeCun, Yann",
 booktitle="Proceedings of the International Conference on Tools with Artificial Intelligence (ICTAI'09)",
 publisher = "IEEE",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/sermanet-ictai-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/sermanet-ictai-09.djvu"
}

Koray Kavukcuoglu, Marc'Aurelio Ranzato, and Yann LeCun, "Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition", Computational and Biological Learning Lab, Courant Institute, NYU, 2008.
Arxiv PDF DjVu Poster bibtex

@techreport { koray-psd-08,
 title = "Fast Inference in Sparse Coding Algorithms with Applications to Object Recognition",
 author = "Kavukcuoglu, Koray and Ranzato, Marc'Aurelio and LeCun, Yann",
 institution = "Computational and Biological Learning Lab, Courant Institute, NYU",
 number = "CBLL-TR-2008-12-01",
 year = "2008",
 urlarxiv= "http://arxiv.org/abs/1010.3467",
 urlpdf = "http://koray.kavukcuoglu.org/publis/koray-psd-08.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/koray-psd-08.djvu",
 urlposter= "http://koray.kavukcuoglu.org/publis/koray-psd-08-nips_ws_poster.pdf",
 urlcode = "http://cs.nyu.edu/\~{}koray/wp/?page_id=29"
}

Raia Hadsell, Pierre Sermanet, Marco Scoffier, Ayse Erkan, Koray Kavukcuoglu, Urs Muller, and Yann LeCun, "Learning Long-Range Vision for Autonomous Off-Road Driving", Journal of Field Robotics, vol. 26, no. 2, pp. 120-144, Feb. 2009.
PDF DjVu bibtex

@article{ hadsell-jfr-09,
 title = "Learning Long-Range Vision for Autonomous Off-Road Driving",
 author = "Hadsell, Raia and Sermanet, Pierre and Scoffier, Marco and Erkan, Ayse and Kavukcuoglu, Koray and Muller, Urs and LeCun, Yann",
 journal = "Journal of Field Robotics",
 volume = "26",
 number = "2",
 month = "February",
 pages = "120-144",
 year = "2009",
 urlpdf = "http://koray.kavukcuoglu.org/publis/hadsell-jfr-09.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/hadsell-jfr-09.djvu"
}

Raia Hadsell, Ayse Erkan, Pierre Sermanet, Jan Ben, Koray Kavukcuoglu, Urs Muller, and Yann LeCun, "A Multi-Range Vision Strategy for Autonomous Offroad Navigation", in Proc. Robotics and Applications (RA'07), 2007.
PDF DjVu bibtex

@inproceedings{ hadsell-ra-07,
 title = "A Multi-Range Vision Strategy for Autonomous Offroad Navigation",
 author = "Hadsell, Raia and Erkan, Ayse and Sermanet, Pierre and Ben, Jan and Kavukcuoglu, Koray and Muller, Urs and LeCun, Yann",
 booktitle = "Proc. Robotics and Applications (RA'07)",
 year = "2007",
 urlpdf = "http://koray.kavukcuoglu.org/publis/hadsell-ra-07.pdf",
 urldjvu = "http://koray.kavukcuoglu.org/publis/hadsell-ra-07.djvu"
}