activity
20172021
most citedOn Deep Learning-Based Channel Decoding

47 citations · 127 across the 8 of their papers we have counts for

collaborators

27 papers

cs.IT2021

Iterative Reed-Muller Decoding

Marvin Geiselhart, Ahmed Elkelesh, Moustafa Ebada +2

Reed-Muller (RM) codes are known for their good maximum likelihood (ML) performance in the short block-length regime. Despite being one of the oldest classes of channel codes, find…

cs.IT2021

Serial vs. Parallel Turbo-Autoencoders and Accelerated Training for Learned Channel Codes

Jannis Clausius, Sebastian Dörner, Sebastian Cammerer +1

Attracted by its scalability towards practical codeword lengths, we revisit the idea of Turbo-autoencoders for end-to-end learning of PHY-Layer communications. For this, we study t…

cs.IT2021

Wiener Filter versus Recurrent Neural Network-based 2D-Channel Estimation for V2X Communications

Moritz Benedikt Fischer, Sebastian Dörner, Sebastian Cammerer +4

We compare the potential of neural network (NN)-based channel estimation with classical linear minimum mean square error (LMMSE)-based estimators, also known as Wiener filtering. F…

cs.IT2021

On the Automorphism Group of Polar Codes

Marvin Geiselhart, Ahmed Elkelesh, Moustafa Ebada +2

The automorphism group of a code is the set of permutations of the codeword symbols that map the whole code onto itself. For polar codes, only a part of the automorphism group was…

cs.IT2020

Iterative Detection and Decoding of Finite-Length Polar Codes in Gaussian Multiple Access Channels

Moustafa Ebada, Sebastian Cammerer, Ahmed Elkelesh +2

We consider the usage of finite-length polar codes for the Gaussian multiple access channel (GMAC) with a finite number of users. Based on the interleave-division multipleaccess (I…

cs.IT2020

Automorphism Ensemble Decoding of Reed-Muller Codes

Marvin Geiselhart, Ahmed Elkelesh, Moustafa Ebada +2

Reed-Muller (RM) codes are known for their good maximum likelihood (ML) performance in the short block-length regime. Despite being one of the oldest classes of channel codes, find…