David Silver

Highly accurate protein structure prediction with AlphaFold

Abstract Proteins are essential to life, and understanding their structure can facilitate a mechanistic understanding of their function. Through an enormous experimental effort ...

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

One program to rule them all Computers can beat humans at increasingly complex games, including chess and Go. However, these programs are typically constructed for a particular ...

Human-level control through deep reinforcement learning

Mastering the game of Go with deep neural networks and tree search

Mastering the game of Go without human knowledge

Asynchronous Methods for Deep Reinforcement Learning

We propose a conceptually simple and lightweight framework for deep reinforcement learning that uses asynchronous gradient descent for optimization of deep neural network contro...

Reinforcement Learning with Unsupervised Auxiliary Tasks

Deep reinforcement learning agents have achieved state-of-the-art results by directly maximising cumulative reward. However, environments contain a much wider variety of possibl...

Monte-Carlo tree search and rapid action value estimation in computer Go

Temporal-difference search in computer Go