no code implementations • 4 Mar 2024 • Ivan Butakov, Alexander Tolmachev, Sofia Malanchuk, Anna Neopryatnaya, Alexey Frolov
We propose a novel approach to the problem of mutual information (MI) estimation via introducing normalizing flows-based estimator.
no code implementations • 13 May 2023 • Ivan Butakov, Alexander Tolmachev, Sofia Malanchuk, Anna Neopryatnaya, Alexey Frolov, Kirill Andreev
Our approach leverages the stochastic NN method proposed by Goldfeld et al. (2019) and incorporates a compression step to overcome the obstacles associated with high dimensionality.