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Top-KAST: Top-K Always Sparse Training

Jun 07, 2021
Siddhant M. Jayakumar, Razvan Pascanu, Jack W. Rae, Simon Osindero, Erich Elsen

* Advances in Neural Information Processing Systems, 33, 20744-20754 

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Generative Art Using Neural Visual Grammars and Dual Encoders

May 04, 2021
Chrisantha Fernando, S. M. Ali Eslami, Jean-Baptiste Alayrac, Piotr Mirowski, Dylan Banarse, Simon Osindero

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Contrastive Topographic Models: Energy-based density models applied to the understanding of sensory coding and cortical topography

Nov 05, 2020
Simon Osindero

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From Language Games to Drawing Games

Oct 06, 2020
Chrisantha Fernando, Daria Zenkova, Stanislav Nikolov, Simon Osindero

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Small Data, Big Decisions: Model Selection in the Small-Data Regime

Sep 26, 2020
Jorg Bornschein, Francesco Visin, Simon Osindero

* Proceedings of the International Conference on Machine (ICML 2020) 

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Jun 16, 2020
Jordan Hoffmann, Simon Schmitt, Simon Osindero, Karen Simonyan, Erich Elsen

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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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A Deep Neural Network's Loss Surface Contains Every Low-dimensional Pattern

Jan 02, 2020
Wojciech Marian Czarnecki, Simon Osindero, Razvan Pascanu, Max Jaderberg

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Adapting Behaviour for Learning Progress

Dec 14, 2019
Tom Schaul, Diana Borsa, David Ding, David Szepesvari, Georg Ostrovski, Will Dabney, Simon Osindero

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Meta-Learning Deep Energy-Based Memory Models

Oct 07, 2019
Sergey Bartunov, Jack W Rae, Simon Osindero, Timothy P Lillicrap

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Meta-learning of Sequential Strategies

May 08, 2019
Pedro A. Ortega, Jane X. Wang, Mark Rowland, Tim Genewein, Zeb Kurth-Nelson, Razvan Pascanu, Nicolas Heess, Joel Veness, Alex Pritzel, Pablo Sprechmann, Siddhant M. Jayakumar, Tom McGrath, Kevin Miller, Mohammad Azar, Ian Osband, Neil Rabinowitz, András György, Silvia Chiappa, Simon Osindero, Yee Whye Teh, Hado van Hasselt, Nando de Freitas, Matthew Botvinick, Shane Legg

* DeepMind Technical Report (15 pages, 6 figures) 

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Distilling Policy Distillation

Feb 06, 2019
Wojciech Marian Czarnecki, Razvan Pascanu, Simon Osindero, Siddhant M. Jayakumar, Grzegorz Swirszcz, Max Jaderberg

* Accepted at AISTATS 2019 

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Meta-Learning with Latent Embedding Optimization

Sep 28, 2018
Andrei A. Rusu, Dushyant Rao, Jakub Sygnowski, Oriol Vinyals, Razvan Pascanu, Simon Osindero, Raia Hadsell

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Massively Parallel Video Networks

Sep 05, 2018
Joao Carreira, Viorica Patraucean, Laurent Mazare, Andrew Zisserman, Simon Osindero

* Fixed typos in densenet model definition in appendix 

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Meta-Learning by the Baldwin Effect

Jun 22, 2018
Chrisantha Thomas Fernando, Jakub Sygnowski, Simon Osindero, Jane Wang, Tom Schaul, Denis Teplyashin, Pablo Sprechmann, Alexander Pritzel, Andrei A. Rusu

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Mix&Match - Agent Curricula for Reinforcement Learning

Jun 05, 2018
Wojciech Marian Czarnecki, Siddhant M. Jayakumar, Max Jaderberg, Leonard Hasenclever, Yee Whye Teh, Simon Osindero, Nicolas Heess, Razvan Pascanu

* ICML 2018 

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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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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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Beautiful and damned. Combined effect of content quality and social ties on user engagement

Nov 01, 2017
Luca M. Aiello, Rossano Schifanella, Miriam Redi, Stacey Svetlichnaya, Frank Liu, Simon Osindero

* 13 pages, 12 figures, final version published in IEEE Transactions on Knowledge and Data Engineering (Volume: PP, Issue: 99) 

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Sobolev Training for Neural Networks

Jul 26, 2017
Wojciech Marian Czarnecki, Simon Osindero, Max Jaderberg, Grzegorz Świrszcz, Razvan Pascanu

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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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FeUdal Networks for Hierarchical Reinforcement Learning

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

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Understanding Synthetic Gradients and Decoupled Neural Interfaces

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

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Cross-dimensional Weighting for Aggregated Deep Convolutional Features

Jul 30, 2016
Yannis Kalantidis, Clayton Mellina, Simon Osindero

* Accepted for publications at the 4th Workshop on Web-scale Vision and Social Media (VSM), ECCV 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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Recursive Recurrent Nets with Attention Modeling for OCR in the Wild

Mar 09, 2016
Chen-Yu Lee, Simon Osindero

* accepted at CVPR 2016 

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Conditional Generative Adversarial Nets

Nov 06, 2014
Mehdi Mirza, Simon Osindero

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