Babyai: A platform to study the sample efficiency of grounded language learning M Chevalier-Boisvert, D Bahdanau, S Lahlou, L Willems, C Saharia, ... arXiv preprint arXiv:1810.08272, 2018 | 377* | 2018 |
Gflownet foundations Y Bengio, S Lahlou, T Deleu, EJ Hu, M Tiwari, E Bengio The Journal of Machine Learning Research 24 (1), 10006-10060, 2023 | 154 | 2023 |
Minigrid & miniworld: Modular & customizable reinforcement learning environments for goal-oriented tasks M Chevalier-Boisvert, B Dai, M Towers, R Perez-Vicente, L Willems, ... Advances in Neural Information Processing Systems 36, 2024 | 86 | 2024 |
DEUP: Direct Epistemic Uncertainty Prediction S Lahlou, M Jain, H Nekoei, V Butoi, P Bertin, J Rector-Brooks, ... Transactions On Machine Learning Research, 2022 | 82 | 2022 |
GFlowNets and variational inference N Malkin, S Lahlou, T Deleu, X Ji, E Hu, K Everett, D Zhang, Y Bengio arXiv preprint arXiv:2210.00580, 2022 | 55 | 2022 |
A theory of continuous generative flow networks S Lahlou, T Deleu, P Lemos, D Zhang, A Volokhova, A Hernández-Garcıa, ... International Conference on Machine Learning, 18269-18300, 2023 | 47 | 2023 |
A Nash equilibrium formulation of a tradable credits scheme for incentivizing transport choices: From next-generation public transport mode choice to HOT lanes S Lahlou, L Wynter Transportation Research Part B: Methodological 101, 185-212, 2017 | 16 | 2017 |
Gflowout: Dropout with generative flow networks D Liu, M Jain, BFP Dossou, Q Shen, S Lahlou, A Goyal, N Malkin, ... International Conference on Machine Learning, 21715-21729, 2023 | 13 | 2023 |
Mastering rate based curriculum learning L Willems, S Lahlou, Y Bengio arXiv preprint arXiv:2008.06456, 2020 | 7 | 2020 |
torchgfn: A pytorch gflownet library S Lahlou, JD Viviano, V Schmidt, Y Bengio arXiv preprint arXiv:2305.14594, 2023 | 5 | 2023 |
Batchgfn: Generative flow networks for batch active learning SA Malik, S Lahlou, A Jesson, M Jain, N Malkin, T Deleu, Y Bengio, Y Gal arXiv preprint arXiv:2306.15058, 2023 | 3 | 2023 |
Investigating Regularization of Self-Play Language Models R Alami, A Abubaker, M Achab, MEA Seddik, S Lahlou arXiv preprint arXiv:2404.04291, 2024 | 1 | 2024 |
On Generalization for Generative Flow Networks A Krichel, N Malkin, S Lahlou, Y Bengio arXiv preprint arXiv:2407.03105, 2024 | | 2024 |
PORT: Preference Optimization on Reasoning Traces S Lahlou, A Abubaker, H Hacid arXiv preprint arXiv:2406.16061, 2024 | | 2024 |
Advances in uncertainty modelling: from epistemic uncertainty estimation to generalized generative flow networks S Lahlou | | 2024 |