Diversity policy gradient for sample efficient quality-diversity optimization T Pierrot, V Macé, F Chalumeau, A Flajolet, G Cideron, K Beguir, A Cully, ... Proceedings of the Genetic and Evolutionary Computation Conference, 1075-1083, 2022 | 57 | 2022 |
Seapearl: A constraint programming solver guided by reinforcement learning F Chalumeau, I Coulon, Q Cappart, LM Rousseau Integration of Constraint Programming, Artificial Intelligence, and …, 2021 | 28 | 2021 |
Empirical analysis of pga-map-elites for neuroevolution in uncertain domains M Flageat, F Chalumeau, A Cully ACM Transactions on Evolutionary Learning 3 (1), 1-32, 2023 | 22 | 2023 |
Neuroevolution is a competitive alternative to reinforcement learning for skill discovery F Chalumeau, R Boige, B Lim, V Macé, M Allard, A Flajolet, A Cully, ... arXiv preprint arXiv:2210.03516, 2022 | 22 | 2022 |
Map-elites with descriptor-conditioned gradients and archive distillation into a single policy M Faldor, F Chalumeau, M Flageat, A Cully Proceedings of the Genetic and Evolutionary Computation Conference, 138-146, 2023 | 12 | 2023 |
QDax: A library for quality-diversity and population-based algorithms with hardware acceleration F Chalumeau, B Lim, R Boige, M Allard, L Grillotti, M Flageat, V Macé, ... Journal of Machine Learning Research 25 (108), 1-16, 2024 | 11 | 2024 |
Combinatorial optimization with policy adaptation using latent space search F Chalumeau, S Surana, C Bonnet, N Grinsztajn, A Pretorius, A Laterre, ... Advances in Neural Information Processing Systems 36, 7947-7959, 2023 | 11 | 2023 |
The quality-diversity transformer: Generating behavior-conditioned trajectories with decision transformers V Macé, R Boige, F Chalumeau, T Pierrot, G Richard, N Perrin-Gilbert Proceedings of the Genetic and Evolutionary Computation Conference, 1221-1229, 2023 | 8 | 2023 |
Assessing Quality-Diversity Neuro-Evolution Algorithms Performance in Hard Exploration Problems F Chalumeau, T Pierrot, V Macé, A Flajolet, K Beguir, A Cully, ... arXiv preprint arXiv:2211.13742, 2022 | 6 | 2022 |
Synergizing Quality-Diversity with Descriptor-Conditioned Reinforcement Learning M Faldor, F Chalumeau, M Flageat, A Cully arXiv preprint arXiv:2401.08632, 2023 | 2 | 2023 |
Memory-Enhanced Neural Solvers for Efficient Adaptation in Combinatorial Optimization F Chalumeau, R Shabe, N de Nicola, A Pretorius, TD Barrett, N Grinsztajn arXiv preprint arXiv:2406.16424, 2024 | | 2024 |
Evolutionary Learning and Optimization J Renzullo, W Weimer, S Forrest, D Yazdani, MN Omidvar, AH Gandomi, ... ACM Transactions on 3 (4), 2023 | | 2023 |