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Research Papers

Debiasing Meta-Gradients for Self-Tuning Reinforcement Learning

Clément Bonnet | Laurence Illing Midgley | Alexandre Laterre

NeurIPS Workshop Dec 2022
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Universally Expressive Communication in Multi-Agent Reinforcement Learning

Matthew Morris | Thomas D. Barrett | Arnu Pretorius

NeurIPS Dec 2022
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Towards a Standardised Performance Evaluation Protocol for Cooperative MARL

Rihab Gorsane | Omayma Mahjoub | Ruan de Kock | Roland Dubb | Siddarth Singh | Arnu Pretorius

NeurIPS Oct 2022
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A Sequence Modelling Approach to Question Answering in Text-Based Games

Greg Furman | Edan Toledo | Jonathan Shock | Jan Buys

NA ACL Workshop Jul 2022
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Assessing Quality-Diversity Neuro-Evolution Algorithms Performance in Hard Exploration Problems

Félix Chalumeau | Thomas Pierrot | Arthur Flajolet | Karim Beguir | Antoine Cully | Nicolas Perrin-Gilbert

GECCO Workshop Jul 2022
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Multi-Objective Quality Diversity Optimization

Thomas Pierrot | Guillaume Richard | Karim Beguir | Antoine Cully

GECCO Jul 2022
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Fast Population-Based Reinforcement Learning on a Single Machine

Arthur Flajolet | Claire Bizon Monroc | Karim Beguir | Thomas Pierrot

ICML Jun 2022
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The structural basis of Cdc7-Dbf4 kinase dependent targeting and phosphorylation of the MCM2-7 double hexamer

Almutasem Saleh | Yasunori Noguchi | Ricardo Aramayo | Marina E. Ivanova | Kathryn M. Stevens | Alex Montoya | S. Sunidhi | Nicolas Lopez Carranza | Marcin J. Skwark | Christian Speck

Nature Communications May 2022
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Diversity Policy Gradient for Sample Efficient Quality-Diversity Optimization

T. Pierrot | V. Macé | F. Chalumeau | A. Flajolet | G. Cideron | K. Beguir | A. Cully | O. Sigaud | N. Perrin-Gilbert

ICLR, GECCO Apr 2022
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Autoregressive neural-network wavefunctions for ab initio quantum chemistry

Dr Thomas Barrett | Prof A. I. Lvovsky | Aleksei Malyshev

Nature Machine Intelligence Apr 2022
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Robust and Scalable SDE Learning: a Functional Perspective

Scott Cameron | Tyron Cameron | Arnu Pretorius | Stephen Roberts

ICLR Jan 2022
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One Step at a Time: Pros and Cons of Multi-Step Meta-Gradient Reinforcement Learning

C. Bonnet | P. Caron | T. Barrett | I. Davies | A. Laterre

NeurIPS Workshop 2021 Dec 2021
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