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Deep learning to achieve clinically applicable segmentation of head and neck anatomy for radiotherapy



Stanislav Nikolov , Sam Blackwell , Ruheena Mendes , Jeffrey De Fauw , Clemens Meyer , Cían Hughes , Harry Askham , Bernardino Romera-Paredes , Alan Karthikesalingam , Carlton Chu , Dawn Carnell , Cheng Boon , Derek D'Souza , Syed Ali Moinuddin , Kevin Sullivan , DeepMind Radiographer Consortium , Hugh Montgomery , Geraint Rees , Ricky Sharma , Mustafa Suleyman , Trevor Back , Joseph R. Ledsam , Olaf Ronneberger


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The Kinetics Human Action Video Dataset



Will Kay , Joao Carreira , Karen Simonyan , Brian Zhang , Chloe Hillier , Sudheendra Vijayanarasimhan , Fabio Viola , Tim Green , Trevor Back , Paul Natsev , Mustafa Suleyman , Andrew Zisserman


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Teaching Machines to Read and Comprehend



Karl Moritz Hermann , Tomáš Kočiský , Edward Grefenstette , Lasse Espeholt , Will Kay , Mustafa Suleyman , Phil Blunsom

* Appears in: Advances in Neural Information Processing Systems 28 (NIPS 2015). 14 pages, 13 figures 

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Learning to Transduce with Unbounded Memory



Edward Grefenstette , Karl Moritz Hermann , Mustafa Suleyman , Phil Blunsom

* 14 pages, 4 figures, NIPS 2015 

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Massively Parallel Methods for Deep Reinforcement Learning



Arun Nair , Praveen Srinivasan , Sam Blackwell , Cagdas Alcicek , Rory Fearon , Alessandro De Maria , Vedavyas Panneershelvam , Mustafa Suleyman , Charles Beattie , Stig Petersen , Shane Legg , Volodymyr Mnih , Koray Kavukcuoglu , David Silver

* Presented at the Deep Learning Workshop, International Conference on Machine Learning, Lille, France, 2015 

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