6 citations · 9 across the 3 of their papers we have counts for
3 papers
Mutual Information Estimation via Normalizing Flows
Ivan Butakov, Alexander Tolmachev, Sofia Malanchuk +2
We propose a novel approach to the problem of mutual information (MI) estimation via introducing a family of estimators based on normalizing flows. The estimator maps original data…
Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression
Ivan Butakov, Alexander Tolmachev, Sofia Malanchuk +3
The Information Bottleneck (IB) principle offers an information-theoretic framework for analyzing the training process of deep neural networks (DNNs). Its essence lies in tracking…
Coverings of planar and three-dimensional sets with subsets of smaller diameter
Alexander Tolmachev, Dmitry Protasov, Vsevolod Voronov
Quantitative estimates related to the classical Borsuk problem of splitting set in Euclidean space into subsets of smaller diameter are considered. For a given there is a minim…