ICLR 2016

Multi-task Sequence to Sequence Learning

Authors: M Luong, Q Le, I Sutskever, O Vinyals, L Kaiser

ICLR 2016

ACDC: A Structured Efficient Linear Layer

Authors: M Moczulski, M Denil, J Appleyard, N de Freitas

arXiv 2016

Learning Efficient Algorithms with Hierarchical Attentive Memory

Authors: M Andrychowicz, K Kurach

AAAI 2016

Increasing the Action Gap: New Operators for Reinforcement Learning

Authors: M G Bellemare, G Ostrovski, A Guez, P S Thomas, R Munos

AAAI 2016

Deep Reinforcement Learning with Double Q-learning

Authors: H van Hasselt, A Guez, D Silver

Nature 2015

Human Level Control Through Deep Reinforcement Learning

Authors: V Mnih, K Kavukcuoglu, D Silver, A Rusu, J Veness, M G Bellemare, A Graves, M Riedmiller, A Fidjeland, G Ostrovski, S Petersen, C Beattie, A Sadik, I Antonoglou, H King, D Kumaran, D Wierstra, S Legg, D Hassabis

NIPS 2015

Spatial Transformer Networks

Authors: M Jaderberg, K Simonyan, A Zisserman, K Kavukcuoglu

Nature Neuroscience 2016

A probabilistic approach to demixing odors

Authors: A Grabska-Barwinska, S Barthelmé, J Beck, Z F Mainen, A Pouget, P E Latham

NIPS 2015

Teaching Machines to Read and Comprehend

Authors: K M Hermann, T Kočiský, E Grefenstette, L Espeholt, W Kay, M Suleyman, P Blunsom

ICML 2015

DRAW: A Recurrent Neural Network For Image Generation

Authors: K Gregor, I Danihelka, A Graves, D J Rezende, D Wierstra

ICML 2015

Universal Value Function Approximators

Authors: T Schaul, D Horgan, K Gregor, D Silver

eLife 2015

Hippocampal place cells construct reward related sequences through unexplored space

Authors: H Ólafsdóttir, C Barry, A Saleem, D Hassabis, H Spiers

NIPS 2015

Natural Neural Networks

Authors: G Desjardins, K Simonyan, R Pascanu, K Kavukcuoglu

ICML 2015

Variational Inference with Normalizing Flows

Authors: D J Rezende, S Mohamed

NIPS 2015

Learning Continuous Control Policies by Stochastic Value Gradients

Authors: N Heess, G Wayne, D Silver, T Lillicrap, Y Tassa, T Erez

ICLR 2015

Move Evaluation in Go Using Deep Convolutional Neural Networks

Authors: C J Maddison, A Huang, I Sutskever, D Silver

NIPS 2015

Gradient Estimation Using Stochastic Computation Graphs

Authors: J Schulman, N Heess, T Weber, P Abbeel

arXiv 2015

Approximate Hubel-Wiesel Modules and the Data Structures of Neural Computation

Authors: J Z Leibo, J Cornebise, S Gomez Colmenarejo, D Hassabis

NIPS 2015

Learning to Transduce with Unbounded Memory

Authors: E Grefenstette, K M Hermann, M Suleyman, P Blunsom

ICLR 2015

Multiple Object Recognition with Visual Attention

Authors: J Lei Ba, V Mnih, K Kavukcuoglu