Kai Arulkumaran

Generative Adversarial Networks: An Overview

Antonia Creswell, Tom White, Vincent Dumoulin et al. · IEEE Signal Processing Magazine · 2018 · 4.3K citations · Full text

Signal Processing Community, Semantic Image Editing, Image Analysis +13

Deep Reinforcement Learning: A Brief Survey

Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage et al. · IEEE Signal Processing Magazine · 2017 · 4.1K citations

A Brief Survey of Deep Reinforcement Learning

Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage et al. · arXiv (Cornell University) · 2017 · 750 citations · Full text

Artificial Intelligence, Reward Hacking, Engineering +10

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders

Nat Dilokthanakul, Pedro A. M. Mediano, Marta Garnelo et al. · arXiv (Cornell University) · 2016 · 498 citations · Full text

Gaussian Mixture, Generative System, Engineering +13

Towards Deep Symbolic Reinforcement Learning

Marta Garnelo, Kai Arulkumaran, Murray Shanahan · arXiv (Cornell University) · 2016 · 145 citations · Full text

Artificial Intelligence, Symbolic Learning, Reward Hacking +13