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Salem Lahlou
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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
339*2018
Gflownet foundations
Y Bengio, S Lahlou, T Deleu, EJ Hu, M Tiwari, E Bengio
Journal of Machine Learning Research 24 (210), 1-55, 2023
1022023
DEUP: Direct Epistemic Uncertainty Prediction
S Lahlou, M Jain, H Nekoei, V Butoi, P Bertin, J Rector-Brooks, ...
Transactions On Machine Learning Research, 2022
682022
Minigrid & Miniworld: Modular & Customizable Reinforcement Learning Environments for Goal-Oriented Tasks
M Chevalier-Boisvert, B Dai, M Towers, R de Lazcano, L Willems, ...
arXiv preprint arXiv:2306.13831, 2023
352023
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
332023
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
332022
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
162017
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
82023
Mastering rate based curriculum learning
L Willems, S Lahlou, Y Bengio
arXiv preprint arXiv:2008.06456, 2020
62020
torchgfn: A PyTorch GFlowNet library
S Lahlou, JD Viviano, V Schmidt
arXiv preprint arXiv:2305.14594, 2023
32023
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
22023
Advances in uncertainty modelling: from epistemic uncertainty estimation to generalized generative flow networks
S Lahlou
2024
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Articles 1–12