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Concrete MAP Detection Network (CMDNet) Software

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 07 Oct 2023Publisher:Zenodo
Authors: Beck, Edgar;
Code repository: https://github.com/ant-uni-bremen/CMDNet/tree/v1.0.2

doi: 10.5281/zenodo.8416507 , 10.5281/zenodo.10022619 , 10.5281/zenodo.18482628 , 10.5281/zenodo.8416528 , 10.5281/zenodo.17987038 , 10.5281/zenodo.18471611

Concrete MAP Detection Network (CMDNet) Software

Abstract

Minor changes, e.g., subtrees were changed to submodules for better handling of subrepositories and the corresponding PhD thesis mentioned. Final release of the CMDNet implementation in Tensorflow 1 after finishing the PhD thesis. The official source code of: [1] Edgar Beck, Carsten Bockelmann, and Armin Dekorsy, "CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection With Low Complexity," IEEE Trans. Commun., vol. 69, no. 12, pp. 8214–8227, Dec. 2021. https://doi.org/10.1109/TCOMM.2021.3114682 We added the original MMNet and DetNet source code to the CMDNet framework to enable full reproducibility. Additional files used to reproduce the results from [1] have been included. The folder/repo structure was changed.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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