314 citations
- Université d'Évry Val-d'EssonneFR19 papers
- Centre National de la Recherche ScientifiqueFR15 papers
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- Institut de Recherche en Informatique de ToulouseFR4 papers
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Showing 2025 · cs.LGShow all
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cs.LG2025
HKT: A Biologically Inspired Framework for Modular Hereditary Knowledge Transfer in Neural Networks
Yanick Chistian Tchenko, Felix Mohr, Hicham Hadj Abdelkader +1
A prevailing trend in neural network research suggests that model performance improves with increasing depth and capacity - often at the cost of integrability and efficiency. In th…
cs.LG2025
Self-supervised learning on gene expression data
Kevin Dradjat, Massinissa Hamidi, Pierre Bartet +1
Predicting phenotypes from gene expression data is a crucial task in biomedical research, enabling insights into disease mechanisms, drug responses, and personalized medicine. Trad…
cs.LG2025
Trustworthy Efficient Communication for Distributed Learning using LQ-SGD Algorithm
Hongyang Li, Lincen Bai, Caesar Wu +3
We propose LQ-SGD (Low-Rank Quantized Stochastic Gradient Descent), an efficient communication gradient compression algorithm designed for distributed training. LQ-SGD further deve…