155 citations
- Université de BourgogneFR41 papers
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Showing 2022Show all
3 papers · 1 filter
stat.ML2022★ 2 cited
AskewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks
Louis Leconte, Sholom Schechtman, Eric Moulines
In this paper, we develop a new algorithm, Annealed Skewed SGD - AskewSGD - for training deep neural networks (DNNs) with quantized weights. First, we formulate the training of qua…
cs.SI2022★ 58 cited
Comparative evaluation of community-aware centrality measures
Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1
Influential nodes play a critical role in boosting or curbing spreading phenomena in complex networks. Numerous centrality measures have been proposed for identifying and ranking t…
cs.SI2022★ 7 cited
Identifying Influential Nodes Using Overlapping Modularity Vitality
Stephany Rajeh, Marinette Savonnet, Eric Leclercq +1
It is of paramount importance to uncover influential nodes to control diffusion phenomena in a network. In recent works, there is a growing trend to investigate the role of the com…