Publications

Publication

Constrained Offline RL via Stationary Distribution Correction Estimation

Jongmin Lee *, Cosmin Paduraru, Daniel J. Mankowitz, Nicolas Heess, Doina Precup, Kee-Eung Kim *, Arthur Guez

ICLR

Download

Publication

Input-level Inductive Biases for 3D Reconstruction

Yifan Wang, Carl Doersch, Relja Arandjelovic, Joao Carreira, Andrew Zisserman

CVPR

Download

Publication

Emergent bartering behaviour in multi-agent reinforcement learning

Michael Bradley Johanson, Edward Hughes, Finbarr Timbers, Joel Z. Leibo

arXiv

Download

Publication

A Generalist Agent

Scott Reed, Konrad Żołna, Emilio Parisotto, Sergio Gómez Colmenarejo, Alexander Novikov, Gabriel Barth-Maron, Mai Giménez, Yury Sulsky, Jackie Kay, Jost Tobias Springenberg, Tom Eccles, Jake Bruce, Ali Razavi, Ashley Edwards, Nicolas Heess, Yutian Chen, Raia Hadsell, Oriol Vinyals, Mahyar Bordbar, and Nando de Freitas

arXiv

Download

Publication

Active offline policy selection

Yutian Chen, Ksenia Konyushkova, Tom Paine, Caglar Gulcehre, Cosmin Paduraru, Daniel J. Mankowitz, Misha Denil, Nando de Freitas

NeurIPS

Download

Publication

The prospects and opportunities of protein structure prediction with AI

Kathryn Tunyasuvunakool

Nature Reviews Molecular Cell Biology

Download

Publication

Fair Normalizing Flows

Mislav Balunovic *, Anian Ruoss, Martin Vechev *

ICLR

Download

Publication

Measuring CLEVRness: Black-box Testing of Visual Reasoning Models

Spyridon Mouselinos *, Henryk Michalewski *, Mateusz Malinowski

ICLR

Download

Publication

Data Distributional Properties Drive Emergent Few-Shot Learning in Transformers

Stephanie Chan, Adam Santoro, Andrew Lampinen, Jane Wang, Aaditya Singh, Pierre Harvey Richemond, Jay Mcclelland, Felix Hill

arXiv

Download

Publication

A Brief Guide to Designing and Evaluating Human-Centered Interactive Machine Learning

Kory Mathewson, Patrick Pilarski

arXiv

Download

Publication

An empirical analysis of compute-optimal large language model training

Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Laurent Sifre

arXiv

Download

Publication

Offline Distillation for Robot Lifelong Learning with Imbalanced Experience

Wenxuan Zhou *, Steven Bohez, Jan Humplik, Abbas Abdolmaleki, Dushyant Rao, Markus Wulfmeier, Tuomas Haarnoja, Nicolas Heess

arXiv

Download

Publication

Learning heuristics for A*

Danilo Numeroso *, Davide Bacciu *, Petar Veličković

ICLR

Download

Publication

From eye-blinks to state construction: diagnostic benchmarks for online representation learning

Banafsheh Rafiee *, Zaheer Abbas, Sina Ghiassian *, Raksha Kumaraswamy *, Elliot Ludvig *, Richard Sutton, Adam White

Adaptive Behavior

Download

Publication

Continuous Neural Algorithmic Planners

Yu He *, Petar Veličković, Pietro Liò *, Andreea Deac *

ICLR

Download

Publication

Towards better visual explanations for deep image classifiers

Agnieszka Grabska-Barwinska, Amal Rannen-Triki, Omar Rivasplata *, Andras Gyorgy

NeurIPS Workshop

Download

Publication

Imitate and Repurpose: Learning Reusable Robot Movement Skills From Human and Animal Behaviors

Steven Bohez, Saran Tunyasuvunakool, Philemon Brakel, Fereshteh Sadeghi, Leonard Hasenclever, Yuval Tassa, Emilio Parisotto, Jan Humplik, Tuomas Haarnoja, Roland Hafner, Markus Wulfmeier, Michael Neunert, Ben Moran, Noah Siegel, Andrea Huber, Francesco Romano, Nathan Batchelor, Federico Casarini, Josh Merel *, Raia Hadsell, Nicolas Heess

arXiv

Download

Publication

Investigating the Properties of Neural Network Representations in Reinforcement Learning

Han Wang *, Erfan Miahi *, Martha White *, Zaheer Abbas, Marlos C. Machado, Adam White, Vincent Liu *, Raksha Kumaraswamy *

arXiv

Download

Publication

Graph Neural Networks are Dynamic Programmers

Andrew Dudzik, Petar Veličković

ICLR

Download

Publication

An adaptive and efficient multi-goal exploration

Jean Tarbouriech *, Omar Darwiche Domingues *, Pierre Ménard *, Matteo Pirotta *, Michal Valko, Alessandro Lazaric *

AISTATS

Download

Publication

Marginalized operators for off-policy reinforcement learning

Yunhao Tang *, Mark Rowland, Remi Munos, Michal Valko

AISTATS

Download

Publication

Your Policy Regularizer is Secretly an Adversary

Rob Brekelmans *, Tim Genewein, Jordi Grau, Grégoire Delétang, Markus Kunesch, Shane Legg, Pedro Ortega

arXiv

Download

Publication

Why Fair Labels Can Yield Unfair Predictions: Graphical Conditions for Introduced Unfairness

Tom Everitt, Silvia Chiappa

AAAI

Download

Publication

The Frost Hollow Experiments: Pavlovian Signalling as a Path to Coordination and Communication Between Agents

Patrick Pilarski, Andrew Butcher, Elnaz Davoodi, Mike Johanson, Dylan Brenneis, Adam S. R. Parker *, Leslie Acker, Matt Botvinick, Joseph Modayil, Adam White

arXiv

Download

Publication

GopherCite: Teaching language models to support answers with verified quotes

Jacob Menick, Maja Trebacz, Vladimir Mikulik, John Aslanides, Francis Song, Martin Chadwick, Mia Glaese, Susannah Young, Lucy Campbell-Gillingham, Geoffrey Irving, Nat McAleese

arXiv

Download