Discriminative Mutual Information Estimators for Channel Capacity Learning

7 July 2021

Papers citing "Discriminative Mutual Information Estimators for Channel Capacity Learning"

13 / 13 papers shown

Title
Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels Yihan Jiang Hyeji Kim Himanshu Asnani Sreeram Kannan Sewoong Oh Pramod Viswanath 60 137 0 08 Nov 2019
Understanding the Limitations of Variational Mutual Information Estimators Jiaming Song Stefano Ermon SSL DRL 74 204 0 14 Oct 2019
Joint Learning of Geometric and Probabilistic Constellation Shaping Maximilian Stark Fayçal Ait Aoudia J. Hoydis 57 83 0 18 Jun 2019
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 114 815 0 16 May 2019
Deep Learning for Channel Coding via Neural Mutual Information Estimation Rick Fritschek Rafael F. Schaefer Gerhard Wunder 83 46 0 07 Mar 2019
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 356 10,369 0 10 Jul 2018
Deepcode: Feedback Codes via Deep Learning Hyeji Kim Yihan Jiang Sreeram Kannan Sewoong Oh Pramod Viswanath 55 145 0 02 Jul 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 211 1,285 0 12 Jan 2018
Deep Learning-Based Communication Over the Air Sebastian Dörner Sebastian Cammerer J. Hoydis S. Brink 67 719 0 11 Jul 2017
Deep Learning Methods for Improved Decoding of Linear Codes Eliya Nachmani Elad Marciano Loren Lugosch W. Gross D. Burshtein Yair Be’ery 78 482 0 21 Jun 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 155 2,203 0 02 Feb 2017
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization Sebastian Nowozin Botond Cseke Ryota Tomioka GAN 164 1,658 0 02 Jun 2016
Estimating divergence functionals and the likelihood ratio by convex risk minimization X. Nguyen Martin J. Wainwright Michael I. Jordan 236 807 0 04 Sep 2008