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Memory-based Parameter Adaptation

Feb 28, 2018
Pablo Sprechmann, Siddhant M. Jayakumar, Jack W. Rae, Alexander Pritzel, Adrià Puigdomènech Badia, Benigno Uria, Oriol Vinyals, Demis Hassabis, Razvan Pascanu, Charles Blundell

* Published as a conference paper at ICLR 2018 

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Comparison of Maximum Likelihood and GAN-based training of Real NVPs

May 15, 2017
Ivo Danihelka, Balaji Lakshminarayanan, Benigno Uria, Daan Wierstra, Peter Dayan


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Neural Episodic Control

Mar 06, 2017
Alexander Pritzel, Benigno Uria, Sriram Srinivasan, Adrià Puigdomènech, Oriol Vinyals, Demis Hassabis, Daan Wierstra, Charles Blundell


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Early Visual Concept Learning with Unsupervised Deep Learning

Sep 20, 2016
Irina Higgins, Loic Matthey, Xavier Glorot, Arka Pal, Benigno Uria, Charles Blundell, Shakir Mohamed, Alexander Lerchner


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Model-Free Episodic Control

Jun 14, 2016
Charles Blundell, Benigno Uria, Alexander Pritzel, Yazhe Li, Avraham Ruderman, Joel Z Leibo, Jack Rae, Daan Wierstra, Demis Hassabis


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Neural Autoregressive Distribution Estimation

May 27, 2016
Benigno Uria, Marc-Alexandre Côté, Karol Gregor, Iain Murray, Hugo Larochelle


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Associative Long Short-Term Memory

May 19, 2016
Ivo Danihelka, Greg Wayne, Benigno Uria, Nal Kalchbrenner, Alex Graves

* ICML-2016 

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A Deep and Tractable Density Estimator

Jan 11, 2014
Benigno Uria, Iain Murray, Hugo Larochelle

* 9 pages, 4 tables, 1 algorithm, 5 figures. To appear ICML 2014, JMLR W&CP volume 32 

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RNADE: The real-valued neural autoregressive density-estimator

Jan 09, 2014
Benigno Uria, Iain Murray, Hugo Larochelle

* Advances in Neural Information Processing Systems 26:2175-2183, 2013 
* 12 pages, 3 figures, 3 tables, 2 algorithms. Merges the published paper and supplementary material into one document 

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