IJCAI 2017

Reinforcement Learning with a Corrupted Reward Channel

Authors: T Everitt, V Krakovna, L Orseau, M Hutter, S Legg

IJCAI 2017

End-to-end optimization of goal-driven and visually grounded dialogue systems

Authors: F Strub, H de Vries, J Mary, B Piot, A Courville, O Pietquin

CVPR 2017

GuessWhat?! Visual object discovery through multi-modal dialogue

Authors: H de Vries, F Strub, S Chandar, O Pietquin, H Larochelle, A Courville

ICML 2017

Parallel Multiscale Autoregressive Density Estimation

Authors: S Reed, A van den Oord, N Kalchbrenner, S Gomez Colmenarejo, Z Wang, D Belov, N de Freitas

arXiv 2017

Generative and Discriminative Text Classification with Recurrent Neural Networks

Authors: D Yogatama, C Dyer, W Ling, P Blunsom

ICML 2017

Neural Episodic Control

Authors: A Pritzel, B Uria, Sriram S, A Puigdomènech, O Vinyals, D Hassabis, D Wierstra, C Blundell

ICML 2017

Understanding Synthetic Gradients and Decoupled Neural Interfaces

Authors: W M Czarnecki, G Swirszcz, M Jaderberg, S Osindero, O Vinyals, K Kavukcuoglu

ICML 2017

FeUdal Networks for Hierarchical Reinforcement Learning

Authors: A S Vezhnevets, S Osindero, T Schaul, N Heess, M Jaderberg, D Silver, K Kavukcuoglu

ICML 2017

Count-Based Exploration with Neural Density Models

Authors: G Ostrovski, M G Bellemare, A van den Oord, R Munos

NIPS 2017

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Authors: B Lakshminarayanan, A Pritzel, C Blundell

arXiv 2017

Learning Deep Nearest Neighbor Representations Using Differentiable Boundary Trees

Authors: D Zoran, B Lakshminarayanan, C Blundell

arXiv 2017

Generative Temporal Models with Memory

Authors: M Gemici, C C Hung, A Santoro, G Wayne, S Mohamed, D J Rezende, D Amos, T Lillicrap

arXiv 2017

PathNet: Evolution Channels Gradient Descent in Super Neural Networks

Authors: C Fernando, D Banarse, C Blundell, Y Zwols, D Ha, A Rusu, A Pritzel, D Wierstra

arXiv 2016

Overcoming catastrophic forgetting in neural networks

Authors: J Kirkpatrick, R Pascanu, N Rabinowitz, J Veness, G Desjardins, A Rusu, K Milan, J Quan, T Ramalho, A Grabska-Barwinska, D Hassabis, C Clopath, D Kumaran, R Hadsell

arXiv 2016

Learning to Compose Words into Sentences with Reinforcement Learning

Authors: D Yogatama, P Blunsom, C Dyer, E Grefenstette, W Ling

arXiv 2016

Sample Efficient Actor-Critic with Experience Replay

Authors: Z Wang, V Bapst, N Heess, V Mnih, R Munos, K Kavukcuoglu, N de Freitas

arXiv 2016

Local minima in training of deep networks

Authors: G Swirszcz, W M Czarnecki, R Pascanu

ICLR 2017

Reinforcement Learning with Unsupervised Auxiliary Tasks

Authors: M Jaderberg, V Mnih, W M Czarnecki, T Schaul, J Z Leibo, D Silver, K Kavukcuoglu

arXiv 2016

PGQ: Combining policy gradient and Q-learning

Authors: B O'Donoghue, R Munos, K Kavukcuoglu, V Mnih

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