arXiv 2016, ICLR 2017

Learning to Navigate in Complex Environments

Authors: P Mirowski, R Pascanu, F Viola, H Soyer, A Ballard, A Banino, M Denil, R Goroshin, L Sifre, K Kavukcuoglu, D Kumaran, R Hadsell

arXiv 2016

The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables

Authors: C J Maddison, A Mnih, Y W Teh

arXiv 2016

Reference-Aware Language Models

Authors: Z Yang, P Blunsom, C Dyer, W Ling

arXiv 2016

The Neural Noisy Channel

Authors: L Yu, P Blunsom, C Dyer, E Grefenstette, T Kočiský

arXiv 2016

Learning to Perform Physics Experiments via Deep Reinforcement Learning

Authors: M Denil, P Agrawal, T D Kulkarni, T Erez, P Battaglia, N de Freitas

Nature 2016

Mastering the game of Go with Deep Neural Networks & Tree Search

Authors: D Silver, A Huang, C J Maddison, A Guez, L Sifre, G van den Driessche, J Schrittwieser, I Antonoglou, V Panneershelvam, M Lanctot, S Dieleman, D Grewe, J Nham, N Kalchbrenner, I Sutskever, T Graepel, T Lillicrap, M Leach, K Kavukcuoglu, D Hassabis

Neuron 2016

Computations Underlying Social Hierarchy Learning: Distinct Neural Mechanisms for Updating and Representing Self-Relevant Information

Authors: D Kumaran, A Banino, C Blundell, D Hassabis, P Dayan

NIPS 2016

Learning to Communicate with Deep Multi-Agent Reinforcement Learning

Authors: J Foerster, Y M Assael, N de Freitas, Shimon Whiteson

NIPS 2016

Unsupervised Learning of 3D Structure from Images

Authors: D J Rezende, S M A Eslami, S Mohamed, P Battaglia, M Jaderberg, N Heess

NIPS 2016

Sequential Neural Models with Stochastic Layers

Authors: M Fraccaro, S K Sønderby, U Paquet, O Winther

NIPS 2016

Conditional Image Generation with PixelCNN Decoders

Authors: A van den Oord, N Kalchbrenner, O Vinyals, L Espeholt, A Graves, K Kavukcuoglu

NIPS 2016

Strategic Attentive Writer for Learning Macro-Actions

Authors: A Vezhnevets, V Mnih, J Agapiou, S Osindero, A Graves, O Vinyals, K Kavukcuoglu

NIPS 2016

Learning to Learn by Gradient Descent by Gradient Descent

Authors: M Andrychowicz, M Denil, S Gomez Colmenarejo, M W Hoffman, D Pfau, T Schaul, N de Freitas

NIPS 2016

Matching Networks for One Shot Learning

Authors: O Vinyals, C Blundell, T Lillicrap, K Kavukcuoglu, D Wierstra

NIPS 2016

Memory-Efficient Backpropagation through Time

Authors: A Gruslys, R Munos, I Danihelka, M Lanctot, A Graves

NIPS 2016

Safe and Efficient Off-Policy Reinforcement Learning

Authors: R Munos, T Stepleton, A Harutyunyan, M G Bellemare

NIPS 2016

Unifying Count-Based Exploration and Intrinsic Motivation

Authors: M G Bellemare, Sriram S, G Ostrovski, T Schaul, D Saxton, R Munos

NIPS 2016

Towards Conceptual Compression

Authors: K Gregor, F Besse, D J Rezende, I Danihelka, D Wierstra

NIPS 2016

Deep Exploration via Bootstrapped DQN

Authors: I Osband, C Blundell, A Pritzel, B Van Roy

NIPS 2016

Learning values across many orders of magnitude

Authors: H van Hasselt, A Guez, M Hessel, V Mnih, D Silver