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Behavior Priors for Efficient Reinforcement Learning

Oct 27, 2020
Dhruva Tirumala, Alexandre Galashov, Hyeonwoo Noh, Leonard Hasenclever, Razvan Pascanu, Jonathan Schwarz, Guillaume Desjardins, Wojciech Marian Czarnecki, Arun Ahuja, Yee Whye Teh, Nicolas Heess

* Submitted to Journal of Machine Learning Research (JMLR) 

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Real World Games Look Like Spinning Tops

Apr 20, 2020
Wojciech Marian Czarnecki, Gauthier Gidel, Brendan Tracey, Karl Tuyls, Shayegan Omidshafiei, David Balduzzi, Max Jaderberg


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Minimax Theorem for Latent Games or: How I Learned to Stop Worrying about Mixed-Nash and Love Neural Nets

Feb 14, 2020
Gauthier Gidel, David Balduzzi, Wojciech Marian Czarnecki, Marta Garnelo, Yoram Bachrach

* 15 pages 

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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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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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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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Learning to SMILE(S)

Mar 08, 2018
Stanis┼éaw Jastrz─Öbski, Damian Le┼Ťniak, Wojciech Marian Czarnecki

* Accepted as a workshop contribution to ICLR 2016 

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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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Distral: Robust Multitask Reinforcement Learning

Jul 13, 2017
Yee Whye Teh, Victor Bapst, Wojciech Marian Czarnecki, John Quan, James Kirkpatrick, Raia Hadsell, Nicolas Heess, 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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Grounded Language Learning in a Simulated 3D World

Jun 26, 2017
Karl Moritz Hermann, Felix Hill, Simon Green, Fumin Wang, Ryan Faulkner, Hubert Soyer, David Szepesvari, Wojciech Marian Czarnecki, Max Jaderberg, Denis Teplyashin, Marcus Wainwright, Chris Apps, Demis Hassabis, Phil Blunsom

* 16 pages, 8 figures 

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Value-Decomposition Networks For Cooperative Multi-Agent Learning

Jun 16, 2017
Peter Sunehag, Guy Lever, Audrunas Gruslys, Wojciech Marian Czarnecki, Vinicius Zambaldi, Max Jaderberg, Marc Lanctot, Nicolas Sonnerat, Joel Z. Leibo, Karl Tuyls, Thore Graepel


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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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On Loss Functions for Deep Neural Networks in Classification

Feb 18, 2017
Katarzyna Janocha, Wojciech Marian Czarnecki

* Presented at Theoretical Foundations of Machine Learning 2017 (TFML 2017) 

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Local minima in training of neural networks

Feb 17, 2017
Grzegorz Swirszcz, Wojciech Marian Czarnecki, Razvan Pascanu


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How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks

Feb 07, 2017
Stanis┼éaw Jastrzebski, Damian Le┼Ťniak, Wojciech Marian Czarnecki


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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


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On the consistency of Multithreshold Entropy Linear Classifier

Apr 18, 2015
Wojciech Marian Czarnecki

* Presented at Theoretical Foundations of Machine Learning 2015 (http://tfml.gmum.net), final version published in Schedae Informaticae Journal 

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Fast optimization of Multithreshold Entropy Linear Classifier

Apr 18, 2015
Rafal Jozefowicz, Wojciech Marian Czarnecki

* Presented at Theoretical Foundations of Machine Learning 2015 (http://tfml.gmum.net), final version published in Schedae Informaticae Journal 

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Maximum Entropy Linear Manifold for Learning Discriminative Low-dimensional Representation

Apr 10, 2015
Wojciech Marian Czarnecki, Rafał Józefowicz, Jacek Tabor

* submitted to ECMLPKDD 2015 

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Extreme Entropy Machines: Robust information theoretic classification

Jan 21, 2015
Wojciech Marian Czarnecki, Jacek Tabor


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Cluster based RBF Kernel for Support Vector Machines

Aug 12, 2014
Wojciech Marian Czarnecki, Jacek Tabor


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Multithreshold Entropy Linear Classifier

Aug 04, 2014
Wojciech Marian Czarnecki, Jacek Tabor


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