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Reconstruction functions are pivotal in sample compression theory, a framework for deriving tight generalization bounds. From a small sample of the training set (the compression set) and an optional stream of information (the message), they recover a
Externí odkaz:
http://arxiv.org/abs/2410.13577
Autor:
Leblanc, Benjamin, Germain, Pascal
Interpretability and explainability have gained more and more attention in the field of machine learning as they are crucial when it comes to high-stakes decisions and troubleshooting. Since both provide information about predictors and their decisio
Externí odkaz:
http://arxiv.org/abs/2311.11491
Autor:
Leblanc, Benjamin, Germain, Pascal
We study the use of binary activated neural networks as interpretable and explainable predictors in the context of regression tasks on tabular data; more specifically, we provide guarantees on their expressiveness, present an approach based on the ef
Externí odkaz:
http://arxiv.org/abs/2209.03450
Autor:
Fortier-Dubois, Louis, Letarte, Gaël, Leblanc, Benjamin, Laviolette, François, Germain, Pascal
Considering a probability distribution over parameters is known as an efficient strategy to learn a neural network with non-differentiable activation functions. We study the expectation of a probabilistic neural network as a predictor by itself, focu
Externí odkaz:
http://arxiv.org/abs/2110.15137
Akademický článek
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Publikováno v:
In Journal of Biomechanics 22 January 2021 115
Autor:
Leblanc, Benjamin, Germain, Pascal
We study binary activated neural networks in the context of regression tasks, provide guarantees on the expressiveness of these particular networks and propose a greedy algorithm for building such networks. Aiming for predictors having small resource
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::f2e0aa8a2206d3bb90b43e976f2bead4
http://arxiv.org/abs/2209.03450
http://arxiv.org/abs/2209.03450
Autor:
Bentz, Charles J., Bayley, K. Bruce, Bonin, Kerry E., Fleming, Lori, Hollis, Jack F., Hunt, Jacquelyn S., LeBlanc, Benjamin, McAfee, Tim, Payne, Nicola, Siemienczuk, Joseph
Publikováno v:
Nicotine & Tobacco Research, 2007 Mar 01. 9(3), 341-349.
Externí odkaz:
https://www.jstor.org/stable/26761589
Autor:
Leblanc, Benjamin.
Th. licence--Droit--Paris, 1879-12-11.
Externí odkaz:
http://catalogue.bnf.fr/ark:/12148/cb36845721h
Autor:
Grey, Corinne, Clément, Julie A.J., Buard, Jerome, Leblanc, Benjamin, Gut, Ivo Glynne, Gut, Marta, Duret, Laurent, de Massy, Bernard D.
Publikováno v:
Genome Research
Genome Research, Cold Spring Harbor Laboratory Press, 2017, 27 (4), pp.580-590. ⟨10.1101/gr.217240.116⟩
Genome Research, 2017, 27 (4), pp.580-590. ⟨10.1101/gr.217240.116⟩
Grey, C, Clément, J A J, Buard, J, Leblanc, B, Gut, I, Gut, M, Duret, L & De Massy, B 2017, ' In vivo binding of PRDM9 reveals interactions with noncanonical genomic sites ', Genome Research, vol. 27, no. 4, pp. 580-590 . https://doi.org/10.1101/gr.217240.116
Recercat. Dipósit de la Recerca de Catalunya
instname
Genome Research, Cold Spring Harbor Laboratory Press, 2017, 27 (4), pp.580-590. ⟨10.1101/gr.217240.116⟩
Genome Research, 2017, 27 (4), pp.580-590. ⟨10.1101/gr.217240.116⟩
Grey, C, Clément, J A J, Buard, J, Leblanc, B, Gut, I, Gut, M, Duret, L & De Massy, B 2017, ' In vivo binding of PRDM9 reveals interactions with noncanonical genomic sites ', Genome Research, vol. 27, no. 4, pp. 580-590 . https://doi.org/10.1101/gr.217240.116
Recercat. Dipósit de la Recerca de Catalunya
instname
In mouse and human meiosis, DNA double-strand breaks (DSBs) initiate homologous recombination and occur at specific sites called hotspots. The localization of these sites is determined by the sequence-specific DNA binding domain of the PRDM9 histone