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Emmanuel Bengio
Emmanuel Bengio
McGill University; Recursion/Valence Labs
Verificeret mail på mail.mcgill.ca - Startside
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A closer look at memorization in deep networks
D Arpit, S Jastrzębski, N Ballas, D Krueger, E Bengio, MS Kanwal, ...
International conference on machine learning, 233-242, 2017
21892017
Combining modality specific deep neural networks for emotion recognition in video
SE Kahou, C Pal, X Bouthillier, P Froumenty, Ç Gülçehre, R Memisevic, ...
Proceedings of the 15th ACM on International conference on multimodal …, 2013
4472013
Conditional computation in neural networks for faster models
E Bengio, PL Bacon, J Pineau, D Precup
arXiv preprint arXiv:1511.06297, 2015
3802015
Flow network based generative models for non-iterative diverse candidate generation
E Bengio, M Jain, M Korablyov, D Precup, Y Bengio
Advances in Neural Information Processing Systems 34, 27381-27394, 2021
3302021
Gflownet foundations
Y Bengio, S Lahlou, T Deleu, EJ Hu, M Tiwari, E Bengio
Journal of Machine Learning Research 24 (210), 1-55, 2023
2312023
Biological sequence design with gflownets
M Jain, E Bengio, A Hernandez-Garcia, J Rector-Brooks, BFP Dossou, ...
International Conference on Machine Learning, 9786-9801, 2022
1722022
Trajectory balance: Improved credit assignment in gflownets
N Malkin, M Jain, E Bengio, C Sun, Y Bengio
Advances in Neural Information Processing Systems 35, 5955-5967, 2022
1552022
Independently controllable factors
V Thomas, J Pondard, E Bengio, M Sarfati, P Beaudoin, MJ Meurs, ...
arXiv preprint arXiv:1708.01289, 2017
982017
Learning gflownets from partial episodes for improved convergence and stability
K Madan, J Rector-Brooks, M Korablyov, E Bengio, M Jain, AC Nica, ...
International Conference on Machine Learning, 23467-23483, 2023
772023
Interference and generalization in temporal difference learning
E Bengio, J Pineau, D Precup
International Conference on Machine Learning, 767-777, 2020
752020
Multi-objective gflownets
M Jain, SC Raparthy, A Hernández-Garcıa, J Rector-Brooks, Y Bengio, ...
International conference on machine learning, 14631-14653, 2023
742023
Deep nets don't learn via memorization
D Krueger, N Ballas, S Jastrzebski, D Arpit, MS Kanwal, T Maharaj, ...
742017
Disentangling the independently controllable factors of variation by interacting with the world
V Thomas, E Bengio, W Fedus, J Pondard, P Beaudoin, H Larochelle, ...
arXiv preprint arXiv:1802.09484, 2018
702018
Towards understanding and improving gflownet training
MW Shen, E Bengio, E Hajiramezanali, A Loukas, K Cho, T Biancalani
International conference on machine learning, 30956-30975, 2023
512023
Independently controllable features
E Bengio, V Thomas, J Pineau, D Precup, Y Bengio
arXiv preprint arXiv:1703.07718, 2017
472017
World knowledge for reading comprehension: Rare entity prediction with hierarchical lstms using external descriptions
T Long, E Bengio, R Lowe, JCK Cheung, D Precup
Proceedings of the 2017 Conference on Empirical Methods in Natural Language …, 2017
352017
Local search gflownets
M Kim, T Yun, E Bengio, D Zhang, Y Bengio, S Ahn, J Park
arXiv preprint arXiv:2310.02710, 2023
252023
Evaluating generalization in gflownets for molecule design
AC Nica, M Jain, E Bengio, CH Liu, M Korablyov, MM Bronstein, Y Bengio
ICLR2022 Machine Learning for Drug Discovery, 2022
232022
Amortizing intractable inference in diffusion models for vision, language, and control
S Venkatraman, M Jain, L Scimeca, M Kim, M Sendera, M Hasan, L Rowe, ...
arXiv preprint arXiv:2405.20971, 2024
222024
Maximum entropy gflownets with soft q-learning
S Mohammadpour, E Bengio, E Frejinger, PL Bacon
International Conference on Artificial Intelligence and Statistics, 2593-2601, 2024
132024
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