Ranked reward: Enabling self-play reinforcement learning for combinatorial optimization A Laterre, Y Fu, MK Jabri, AS Cohen, D Kas, K Hajjar, TS Dahl, A Kerkeni, ... arXiv preprint arXiv:1807.01672, 2018 | 90 | 2018 |
Learning compositional neural programs with recursive tree search and planning T Pierrot, G Ligner, SE Reed, O Sigaud, N Perrin, A Laterre, D Kas, ... Advances in Neural Information Processing Systems 32, 2019 | 42 | 2019 |
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 | 37 | 2022 |
Qd-rl: Efficient mixing of quality and diversity in reinforcement learning G Cideron, T Pierrot, N Perrin, K Beguir, O Sigaud arXiv preprint arXiv:2006.08505, 36, 2020 | 22 | 2020 |
Early computational detection of potential high-risk SARS-CoV-2 variants K Beguir, MJ Skwark, Y Fu, T Pierrot, NL Carranza, A Laterre, I Kadri, ... Computers in biology and medicine 155, 106618, 2023 | 18 | 2023 |
Multi-objective quality diversity optimization T Pierrot, G Richard, K Beguir, A Cully Proceedings of the Genetic and Evolutionary Computation Conference, 139-147, 2022 | 18 | 2022 |
The nucleotide transformer: Building and evaluating robust foundation models for human genomics H Dalla-Torre, L Gonzalez, J Mendoza-Revilla, NL Carranza, ... bioRxiv, 2023.01. 11.523679, 2023 | 17 | 2023 |
Progressive loss of conserved spike protein neutralizing antibody sites in Omicron sublineages is balanced by preserved T cell immunity A Muik, BG Lui, J Quandt, H Diao, Y Fu, M Bacher, J Gordon, A Toker, ... Cell Reports 42 (8), 2023 | 14 | 2023 |
Mava: A research framework for distributed multi-agent reinforcement learning A Pretorius, K Tessera, AP Smit, C Formanek, SJ Grimbly, K Eloff, ... arXiv preprint arXiv:2107.01460, 2021 | 10 | 2021 |
Offline reinforcement learning hands-on L Monier, J Kmec, A Laterre, T Pierrot, V Courgeau, O Sigaud, K Beguir arXiv preprint arXiv:2011.14379, 2020 | 10 | 2020 |
A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning A Pretorius, S Cameron, E Van Biljon, T Makkink, S Mawjee, J du Plessis, ... Advances in neural information processing systems 33, 9983-9994, 2020 | 8 | 2020 |
Fast population-based reinforcement learning on a single machine A Flajolet, CB Monroc, K Beguir, T Pierrot International Conference on Machine Learning, 6533-6547, 2022 | 7 | 2022 |
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 | 4 | 2022 |
Peptide-MHC structure prediction with mixed residue and atom graph neural network AP Delaunay, Y Fu, A Bégué, R McHardy, BA Djermani, M Rooney, ... bioRxiv, 2022.11. 23.517618, 2022 | 4 | 2022 |
Diversity Policy Gradient for Sample Efficient Quality-Diversity Optimization.(2021) T Pierrot, V Macé, G Cideron, K Beguir, A Cully, O Sigaud, N Perrin | 4 | 2021 |
Designing a prospective COVID-19 therapeutic with reinforcement learning MJ Skwark, NL Carranza, T Pierrot, J Phillips, S Said, A Laterre, A Kerkeni, ... arXiv preprint arXiv:2012.01736, 2020 | 4 | 2020 |
So ManyFolds, So Little Time: Efficient Protein Structure Prediction With pLMs and MSAs TD Barrett, A Villegas-Morcillo, L Robinson, B Gaujac, D Admete, ... bioRxiv, 2022.10. 15.511553, 2022 | 3 | 2022 |
Learning compositional neural programs for continuous control T Pierrot, N Perrin, F Behbahani, A Laterre, O Sigaud, K Beguir, ... arXiv preprint arXiv:2007.13363, 2020 | 3 | 2020 |
Ranked reward: enabling self-play reinforcement learning for bin packing A Laterre, Y Fu, MK Jabri, AS Cohen, D Kas, K Hajjar, H Chen, TS Dahl, ... Academic Press, 2019 | 2 | 2019 |
Can hackathons unlock a new talent pool from the developing world? TP Jenkins, N Lopez Carranza, A Bray, K Beguir, AH Laustsen Nature Biotechnology 40 (8), 1297-1298, 2022 | 1 | 2022 |