Alert button
Picture for David Raposo

David Raposo

Alert button

A data-driven approach for learning to control computers

Feb 16, 2022
Peter C Humphreys, David Raposo, Toby Pohlen, Gregory Thornton, Rachita Chhaparia, Alistair Muldal, Josh Abramson, Petko Georgiev, Alex Goldin, Adam Santoro, Timothy Lillicrap

Figure 1 for A data-driven approach for learning to control computers
Figure 2 for A data-driven approach for learning to control computers
Figure 3 for A data-driven approach for learning to control computers
Figure 4 for A data-driven approach for learning to control computers
Viaarxiv icon

Synthetic Returns for Long-Term Credit Assignment

Feb 24, 2021
David Raposo, Sam Ritter, Adam Santoro, Greg Wayne, Theophane Weber, Matt Botvinick, Hado van Hasselt, Francis Song

Figure 1 for Synthetic Returns for Long-Term Credit Assignment
Figure 2 for Synthetic Returns for Long-Term Credit Assignment
Figure 3 for Synthetic Returns for Long-Term Credit Assignment
Figure 4 for Synthetic Returns for Long-Term Credit Assignment
Viaarxiv icon

Symbolic Behaviour in Artificial Intelligence

Feb 05, 2021
Adam Santoro, Andrew Lampinen, Kory Mathewson, Timothy Lillicrap, David Raposo

Viaarxiv icon

Rapid Task-Solving in Novel Environments

Jun 05, 2020
Sam Ritter, Ryan Faulkner, Laurent Sartran, Adam Santoro, Matt Botvinick, David Raposo

Figure 1 for Rapid Task-Solving in Novel Environments
Figure 2 for Rapid Task-Solving in Novel Environments
Figure 3 for Rapid Task-Solving in Novel Environments
Figure 4 for Rapid Task-Solving in Novel Environments
Viaarxiv icon

Is coding a relevant metaphor for building AI? A commentary on "Is coding a relevant metaphor for the brain?", by Romain Brette

Apr 18, 2019
Adam Santoro, Felix Hill, David Barrett, David Raposo, Matthew Botvinick, Timothy Lillicrap

Viaarxiv icon

Causal Reasoning from Meta-reinforcement Learning

Jan 23, 2019
Ishita Dasgupta, Jane Wang, Silvia Chiappa, Jovana Mitrovic, Pedro Ortega, David Raposo, Edward Hughes, Peter Battaglia, Matthew Botvinick, Zeb Kurth-Nelson

Figure 1 for Causal Reasoning from Meta-reinforcement Learning
Figure 2 for Causal Reasoning from Meta-reinforcement Learning
Figure 3 for Causal Reasoning from Meta-reinforcement Learning
Figure 4 for Causal Reasoning from Meta-reinforcement Learning
Viaarxiv icon

An investigation of model-free planning

Jan 11, 2019
Arthur Guez, Mehdi Mirza, Karol Gregor, Rishabh Kabra, Sébastien Racanière, Théophane Weber, David Raposo, Adam Santoro, Laurent Orseau, Tom Eccles, Greg Wayne, David Silver, Timothy Lillicrap

Figure 1 for An investigation of model-free planning
Figure 2 for An investigation of model-free planning
Figure 3 for An investigation of model-free planning
Figure 4 for An investigation of model-free planning
Viaarxiv icon

Relational inductive biases, deep learning, and graph networks

Oct 17, 2018
Peter W. Battaglia, Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Vinicius Zambaldi, Mateusz Malinowski, Andrea Tacchetti, David Raposo, Adam Santoro, Ryan Faulkner, Caglar Gulcehre, Francis Song, Andrew Ballard, Justin Gilmer, George Dahl, Ashish Vaswani, Kelsey Allen, Charles Nash, Victoria Langston, Chris Dyer, Nicolas Heess, Daan Wierstra, Pushmeet Kohli, Matt Botvinick, Oriol Vinyals, Yujia Li, Razvan Pascanu

Figure 1 for Relational inductive biases, deep learning, and graph networks
Figure 2 for Relational inductive biases, deep learning, and graph networks
Figure 3 for Relational inductive biases, deep learning, and graph networks
Figure 4 for Relational inductive biases, deep learning, and graph networks
Viaarxiv icon

Relational recurrent neural networks

Jun 28, 2018
Adam Santoro, Ryan Faulkner, David Raposo, Jack Rae, Mike Chrzanowski, Theophane Weber, Daan Wierstra, Oriol Vinyals, Razvan Pascanu, Timothy Lillicrap

Figure 1 for Relational recurrent neural networks
Figure 2 for Relational recurrent neural networks
Figure 3 for Relational recurrent neural networks
Figure 4 for Relational recurrent neural networks
Viaarxiv icon

Relational Deep Reinforcement Learning

Jun 28, 2018
Vinicius Zambaldi, David Raposo, Adam Santoro, Victor Bapst, Yujia Li, Igor Babuschkin, Karl Tuyls, David Reichert, Timothy Lillicrap, Edward Lockhart, Murray Shanahan, Victoria Langston, Razvan Pascanu, Matthew Botvinick, Oriol Vinyals, Peter Battaglia

Figure 1 for Relational Deep Reinforcement Learning
Figure 2 for Relational Deep Reinforcement Learning
Figure 3 for Relational Deep Reinforcement Learning
Figure 4 for Relational Deep Reinforcement Learning
Viaarxiv icon