Félix Chalumeau | DeepAI

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∙ 08/07/2023

QDax: A Library for Quality-Diversity and Population-based Algorithms with Hardware Acceleration

QDax is an open-source library with a streamlined and modular API for Qu...

0 Félix Chalumeau, et al. ∙

∙ 03/27/2023

The Quality-Diversity Transformer: Generating Behavior-Conditioned Trajectories with Decision Transformers

In the context of neuroevolution, Quality-Diversity algorithms have prov...

0 Valentin Macé, et al. ∙

∙ 03/07/2023

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

Quality-Diversity algorithms, such as MAP-Elites, are a branch of Evolut...

0 Maxence Faldor, et al. ∙

∙ 11/24/2022

Assessing Quality-Diversity Neuro-Evolution Algorithms Performance in Hard Exploration Problems

A fascinating aspect of nature lies in its ability to produce a collecti...

0 Félix Chalumeau, et al. ∙

∙ 10/24/2022

Empirical analysis of PGA-MAP-Elites for Neuroevolution in Uncertain Domains

Quality-Diversity algorithms, among which MAP-Elites, have emerged as po...

0 Manon Flageat, et al. ∙

∙ 10/06/2022

Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill Discovery

Deep Reinforcement Learning (RL) has emerged as a powerful paradigm for ...

6 Félix Chalumeau, et al. ∙

∙ 02/18/2021

SeaPearl: A Constraint Programming Solver guided by Reinforcement Learning

The design of efficient and generic algorithms for solving combinatorial...

62 Félix Chalumeau, et al. ∙

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