Félix Chalumeau

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 17

Top Topics

Combinatorial Optimization

Constraint Based Pattern Mining

Empirical Analysis

Top Venues

ACM Trans. Evol. Learn. Optim.

Publications

Maxence Faldor, Félix Chalumeau, Manon Flageat, Antoine Cully
Synergizing Quality-Diversity with Descriptor-Conditioned Reinforcement Learning. CoRR (2024)
Félix Chalumeau, Refiloe Shabe, Noah de Nicola, Arnu Pretorius, Thomas D. Barrett, Nathan Grinsztajn
Memory-Enhanced Neural Solvers for Efficient Adaptation in Combinatorial Optimization. CoRR (2024)
Manon Flageat, Félix Chalumeau, Antoine Cully
Empirical analysis of PGA-MAP-Elites for Neuroevolution in Uncertain Domains. ACM Trans. Evol. Learn. Optim. 3 (1) (2023)
Valentin Macé, Raphaël Boige, Félix Chalumeau, Thomas Pierrot, Guillaume Richard, Nicolas Perrin-Gilbert
The Quality-Diversity Transformer: Generating Behavior-Conditioned Trajectories with Decision Transformers. GECCO (2023)
Félix Chalumeau, Shikha Surana, Clément Bonnet, Nathan Grinsztajn, Arnu Pretorius, Alexandre Laterre, Tom Barrett
Combinatorial Optimization with Policy Adaptation using Latent Space Search. NeurIPS (2023)
Valentin Macé, Raphaël Boige, Félix Chalumeau, Thomas Pierrot, Guillaume Richard, Nicolas Perrin-Gilbert
The Quality-Diversity Transformer: Generating Behavior-Conditioned Trajectories with Decision Transformers. CoRR (2023)
Félix Chalumeau, Shikha Surana, Clément Bonnet, Nathan Grinsztajn, Arnu Pretorius, Alexandre Laterre, Thomas D. Barrett
Combinatorial Optimization with Policy Adaptation using Latent Space Search. CoRR (2023)
Maxence Faldor, Félix Chalumeau, Manon Flageat, Antoine Cully
MAP-Elites with Descriptor-Conditioned Gradients and Archive Distillation into a Single Policy. GECCO (2023)
Maxence Faldor, Félix Chalumeau, Manon Flageat, Antoine Cully
MAP-Elites with Descriptor-Conditioned Gradients and Archive Distillation into a Single Policy. CoRR (2023)
Félix Chalumeau, Bryan Lim, Raphaël Boige, Maxime Allard, Luca Grillotti, Manon Flageat, Valentin Macé, Arthur Flajolet, Thomas Pierrot, Antoine Cully
QDax: A Library for Quality-Diversity and Population-based Algorithms with Hardware Acceleration. CoRR (2023)
Félix Chalumeau, Raphaël Boige, Bryan Lim, Valentin Macé, Maxime Allard, Arthur Flajolet, Antoine Cully, Thomas Pierrot
Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery. ICLR (2023)
Félix Chalumeau, Thomas Pierrot, Valentin Macé, Arthur Flajolet, Karim Beguir, Antoine Cully, Nicolas Perrin-Gilbert
Assessing Quality-Diversity Neuro-Evolution Algorithms Performance in Hard Exploration Problems. CoRR (2022)
Thomas Pierrot, Valentin Macé, Félix Chalumeau, Arthur Flajolet, Geoffrey Cideron, Karim Beguir, Antoine Cully, Olivier Sigaud, Nicolas Perrin-Gilbert
Diversity policy gradient for sample efficient quality-diversity optimization. GECCO (2022)
Félix Chalumeau, Raphael Boige, Bryan Lim, Valentin Macé, Maxime Allard, Arthur Flajolet, Antoine Cully, Thomas Pierrot
Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery. CoRR (2022)
Manon Flageat, Félix Chalumeau, Antoine Cully
Empirical analysis of PGA-MAP-Elites for Neuroevolution in Uncertain Domains. CoRR (2022)
Félix Chalumeau, Ilan Coulon, Quentin Cappart, Louis-Martin Rousseau
SeaPearl: A Constraint Programming Solver guided by Reinforcement Learning. CoRR (2021)
Félix Chalumeau, Ilan Coulon, Quentin Cappart, Louis-Martin Rousseau
SeaPearl: A Constraint Programming Solver Guided by Reinforcement Learning. CPAIOR (2021)