Neural Enhancement of Factor Graph-based Symbol Detection

Author:

Schmid Luca1,Schmalen Laurent1

Affiliation:

1. Karlsruhe Institute of Technology (KIT),Communications Engineering Lab (CEL),Karlsruhe,Germany,76187

Funder

European Research Council

Ministry of Education

Publisher

IEEE

Reference19 articles.

1. Learning to decode linear codes using deep learning

2. A comparison of optimal and sub-optimal MAP decoding algorithms operating in the log domain

3. Understanding belief propagation and its generalizations;yedidia;Exploring Artificial Intelligence in the New Millenium,2003

4. Learning fast approximations of sparse coding;gregor;Proc Int Conf on Machine Learning (ICML),2010

5. Adam: A method for stochastic optimization;kingma;Proc Int Conf Learning Representations (ICLR),2015

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2. Neural Implicit Vision-Language Feature Fields;2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS);2023-10-01

3. Structural Optimization of Factor Graphs for Symbol Detection via Continuous Clustering and Machine Learning;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

4. Low-Complexity Near-Optimum Symbol Detection Based on Neural Enhancement of Factor Graphs;IEEE Transactions on Communications;2022-11

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