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Research Papers

Are we going MAD? Benchmarking Multi-Agent Debate between Language Models for Medical Q&A

Dries Smit | Paul Duckworth | Nathan Grinsztajn | Kale-ab Tessera | Tom Barrett | Arnu Pretorius

NeurIPS workshop Dec 2023
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LightMHC: A Light Model for pMHC Structure Prediction with Graph Neural Networks

Antoine Delaunay | Yunguan Fu | Nikolai Gorbushin | Robert McHardy | Bachir Djermani | Liviu Copoiu | Michael Rooney | Maren Lang | Andrey Tovchigrechko | Ugur Sahin | Karim Beguir | Nicolas Lopez Carranza

NeurIPS workshop Dec 2023
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PASTA: Pretrained Action-State Transformer Agents

Raphael Boige | Yannis Flet-Berliac | Arthur Flajolet | Guillaume Richard | Thomas Pierrot

NeurIPS workshop Dec 2023
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Combinatorial Optimization with Policy Adaptation using Latent Space Search

Felix Chalumeau | Shikha Surana | Clement Bonnet | Nathan Grinsztajn | Arnu Pretorius | Alexandre Laterre | Thomas D. Barrett

NeurIPS workshop Dec 2023
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Nonparametric Boundary Geometry in Physics Informed Deep Learning

Scott Cameron | Arnu Pretorius | Stephen Roberts

NeurIPS Dec 2023
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Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization

Nathan Grinsztajn | Daniel Furelos Blanco (internship) | Tom Barrett | Shikha Surana | Clément Bonnet | Thomas Barrett

NeurIPS Dec 2023
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Optimizing Empty Container Repositioning and Fleet Deployment via Configurable Semi-POMDPs

Riccardo Poiani | Ciprian Stirbu | Alberto Maria Metelli | Marcello Restelli

IEEE Transactions on Intelligent Transportation Systems Dec 2023
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Progressive loss of conserved spike protein neutralizing antibody sites in Omicron sublineages is balanced by preserved T cell immunity

Alexander Muik | Bonny Gaby Lui | Jasmin Quandt | Huitian Diao | Yunguan Fu | Maren Bacher | Jessica Gordon | Aras Toker | Jessica Grosser | Orkun Ozhelvaci | Katharina Grikscheit | Sebastian Hoehl | Niko Kohmer | Yaniv Lustig | Gili Regev-Yochay | Sandra Ciesek | Karim Beguir | Asaf Poran | Isabel Vogler | Ozlem Tureci | Ugur Sahin

Cell Report Aug 2023
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QDax: A Library for Quality-Diversity and Population-based Algorithms with Hardware Acceleration

Felix Chalumeau | Bryan Lim | Raphael Boige | Maxime Allard | Luca Grillotti | Manon Flageat | Valentin Mace | Guillaume Richard | Arthur Flajolet | Thomas Pierrot | Antoine Cully

JMLR - Machine Learning Open Source Software (2023) Aug 2023
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The Quality-Diversity Transformer: Generating Behavior-Conditioned Trajectories with Decision Transformers

Valentin Macé | Raphaël Boige | Felix Chalumeau | Thomas Pierrot | Guillaume Richard | Nicolas Perrin-Gilbert

GECCO Jul 2023
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MAP-Elites with Descriptor-Conditioned Gradients and Archive Distillation into a Single Policy

Maxence Faldor | Felix Chalumeau, | Manon Flageat | Antoine Cully

GECCO Jul 2023
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Gradient-Informed Quality Diversity for the Illumination of Discrete Spaces

Raphael Boige | Guillaume Richard | Jérémie Dona | Thomas Pierrot | Antoine Cully

GECCO Jul 2023
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