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Research Papers

Reinforcement Learning for Branch-and-Bound Optimisation using Retrospective Trajectories

Christopher W.F. Parsonson | Alexandre Laterre | Thomas D Barrett

AAAI Feb 2023
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Exact Combinatorial Optimisation with Deep Reinforcement Learning

Christopher W. F. Parsonson | Alexandre Laterre | Thomas D. Barrett

AAAI Feb 2023
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Off-the-Grid MARL: Datasets and Baselines for Cooperative Offline Multi-Agent Reinforcement Learning

Claude Formanek | Asad Jeewa | Jonathan Shock | Arnu Pretorius

Feb 2023
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Early Computational Detection of Potential High Risk SARS-CoV-2 Variants

Karim Beguir | Marcin J Skwark | Yunguan Fu | Thomas Pierrot | Santiago Nicolas Lopez Carranza | Alexandre Laterre | Ibtissem Kadri | Bonny Gaby Lui | Bianca Sanger | Yunpeng Liu | Asaf Poran | Alexander Muik | Ugur Sahin

Computers in Biology and Medicine Jan 2023
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Peptide-MHC Structure Prediction With Mixed Residue and Atom Graph Neural Network

Antoine P. Delaunay | Yunguan Fu | Alberto Bégué | Robert McHardy | Bachir A. Djermani | Michael Rooney | Andrey Tovchigrechko | Liviu Copoiu | Marcin J. Skwark | Nicolas Lopez Carranza | Maren Lang | Karim Beguir | Uğur Şahin

NeurIPS Workshop Dec 2022
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Flow Annealed Importance Sampling Bootstrap

Laurence Illing Midgley | Vincent Stimper | Gregor Simm | Bernhard Scholkopf, | José Miguel Hernández-Lobato

NeurIPS Workshop Dec 2022
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So ManyFolds, So Little Time: Efficient Protein Structure Prediction with pLMs and MSAs

Thomas D. Barrett | Amelia Villegas-Morcillo | Louis Robinson | Benoit Gaujac | David Adméte | Elia Saquand | Karim Beguir | Arthur Flajolet

Dec 2022
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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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Population-Based Reinforcement Learning for Combinatorial Optimization

Nathan Grinsztajn | Daniel Furelos Blanco | Tom Barrett

Oct 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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