Sample Compression Hypernetworks: From Generalization Bounds to Meta-Learning

Autor: Leblanc, Benjamin, Bazinet, Mathieu, D'Amours, Nathaniel, Drouin, Alexandre, Germain, Pascal

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

Seeking Interpretability and Explainability in Binary Activated Neural Networks

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

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A Greedy Algorithm for Building Compact Binary Activated Neural Networks

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

In vivo binding of PRDM9 reveals interactions with noncanonical genomic sites

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
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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

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid_dedup__::c622fda1ad6afe3d4b2865da1c9ec84c
https://pubmed.ncbi.nlm.nih.gov/28336543