Efficient Neural Audio SynthesisAuthors: Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Nouri, Norman Casagrande, Edward Lockhart, Sander Dieleman, Aaron van den Oord, Koray...
Maximum a posteriori policy optimisationAuthors: Abbas Abdolmaleki, Jost Tobias Springenberg, Nicolas Heess, Yuval Tassa, Remi MunosWe introduce a new algorithm for reinforcement learning...
Learning navigation without building maps
We depart from the traditional approaches which rely on explicit mapping and exploration (like a cartographer who tries to...
A simple neural network module for relational reasoning Authors: Adam Santoro, David Raposo, David Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, Timothy Lillicrap
“We demonstrate...
DARLA: Improving Zero-Shot Transfer in Reinforcement LearningAuthors: Irina Higgins*, Arka Pal*, Andrei Rusu, Loic Matthey, Chris Burgess, Alexander Pritzel, Matt Botvinick, Charles Blundell,...
Another key challenge in contemporary AI research is known as transfer learning. To be able to deal effectively with novel situations, artificial agents...
