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05/31/2023
Variational f-Divergence and Derangements for Discriminative Mutual Information Estimation
The accurate estimation of the mutual information is a crucial task in v...
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05/22/2023
Cooperative Channel Capacity Learning
In this paper, the problem of determining the capacity of a communicatio...
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11/25/2022
Copula Density Neural Estimation
Probability density estimation from observed data constitutes a central ...
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05/14/2022
MIND: Maximum Mutual Information Based Neural Decoder
We are assisting at a growing interest in the development of learning ar...
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11/15/2021
Discriminative Mutual Information Estimation for the Design of Channel Capacity Driven Autoencoders
The development of optimal and efficient machine learning-based communic...
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07/07/2021
Discriminative Mutual Information Estimators for Channel Capacity Learning
Channel capacity plays a crucial role in the development of modern commu...
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09/11/2020
Capacity-Approaching Autoencoders for Communications
The autoencoder concept has fostered the reinterpretation and the design...
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04/24/2019