arXiv 2018

IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures

Authors: L Espeholt, S Legg, I Dunning, T Harley, V Firou, Y Doron, T Ward, V Mnih, K Simonyan, R Munos, H Soyer, K Kavukcuoglu

arXiv 2018

Safe Exploration in Continuous Action Spaces

Authors: G Dalal, K Dvijotham, M Vecerik, T Hester, C Paduraru, Y Tassa

arXiv 2018

Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents

Authors: J Z Leibo, C de Masson d'Autume, D Zoran, D Amos, C Beattie, K Anderson, A García Castañeda, M Sanchez, S Green, A Gruslys, S Legg, D Hassabis, M Botvinick

Scientific Reports 2018

Symmetric Decomposition of Asymmetric Games

Authors: K Tuyls, J Perolat, M Lanctot, G Ostrovski, J Z Leibo, T Graepel, S Legg, R Savani, T Ord

arXiv 2018

DeepMind Control Suite

Authors: Y Tassa, Y Doron, A Muldal, T Erez, Y Li, D de Las Casas, D Budden, J Merel, A Abdolmaleki, A Lefrancq, T Lillicrap, M Riedmiller

ECCV 2018

Objects that Sound

Authors: R Arandjelović, A Zisserman

arXiv 2017

The NarrativeQA Reading Comprehension Challenge

Authors: T Kočiský, J Schwarz, P Blunsom, C Dyer, K M Hermann, G Melis, E Grefenstette

arXiv 2017

Online Learning with Gated Linear Networks

Authors: J Veness, T Lattimore, A Bhoopchand, A Grabska-Barwinska, C Mattern, P Toth

arXiv 2017

Generalized Probability Smoothing

Authors: C Mattern

arXiv 2017

AI Safety Gridworlds

Authors: Jan Leike, M Martic, V Krakovna, P Ortega, T Everitt, A Lefrancq, L Orseau, S Legg

arXiv 2017

Population Based Training of Neural Networks

Authors: M Jaderberg, C Fernando, K Simonyan, I Dunning, T Green, O Vinyals, A Razavi, J Donahue, W M Czarnecki, S Osindero, V Dalibard, K Kavukcuoglu

arXiv 2017

Learning Explanatory Rules from Noisy Data

Authors: E Grefenstette, R Evans

arXiv 2017

Parallel WaveNet: Fast High-Fidelity Speech Synthesis

Authors: A van den Oord, Y Li, I Babuschkin, K Simonyan, O Vinyals, K Kavukcuoglu, G van den Driessche, E Lockhart, L C Cobo, F Stimberg, N Casagrande, D Grewe, S Noury, S Dieleman, E Elsen, N Kalchbrenner, H Zen, A Graves, H King, T Walters, D Belov, D Hassabis

Behavioral and Brain Sciences

Commentary on 'Building machines that learn and think for themselves'

Authors: M Botvinick, S Legg, D Wierstra, G Wayne, C Summerfield, T Schaul, A Santoro, D J Rezende, N Rabinowitz, S Mohamed, J Modayil, T Lillicrap, J Z Leibo, D Kumaran, N de Freitas, P Battaglia, D Barrett, D Hassabis

NIPS 2017

Neural Discrete Representation Learning

Authors: A van den Oord, O Vinyals, K Kavukcuoglu

arXiv 2017

Hierarchical Representations for Efficient Architecture Search

Authors: H Liu, K Simonyan, O Vinyals, C Fernando, K Kavukcuoglu

arXiv 2017

Understanding grounded language learning agents

Authors: F Hill, K M Hermann, P Blunsom, S Clark

Nature 2017

Mastering the game of Go without Human Knowledge

Authors: D Silver, J Schrittwieser, K Simonyan, I Antonoglou, A Huang, A Guez, T Hubert, L Baker, M Lai, A Bolton, Y Chen, T Lillicrap, Fan Hui, L Sifre, G van den Driessche, T Graepel, D Hassabis

NIPS 2017

A Unified Game-Theoretic Approach to Multiagent Reinforcement Learning

Authors: M Lanctot, V Zambaldi, A Gruslys, A Lazaridou, K Tuyls, J Perolat, D Silver, T Graepel

arXiv 2017

Rainbow: Combining Improvements in Deep Reinforcement Learning

Authors: M Hessel, J Modayil, H van Hasselt, T Schaul, G Ostrovski, W Dabney, D Horgan, B Piot, M G Azar, D Silver