Search Results for author: Jannis Clausius

Found 3 papers, 0 papers with code

Component Training of Turbo Autoencoders

no code implementations16 May 2023 Jannis Clausius, Marvin Geiselhart, Stephan ten Brink

In this paper we extend the component training to structures with an inner and outer autoencoder, where we propose a new 1-bit quantization strategy for the encoder outputs based on the underlying communication problem.

Quantization

Optimizing Serially Concatenated Neural Codes with Classical Decoders

no code implementations20 Dec 2022 Jannis Clausius, Marvin Geiselhart, Stephan ten Brink

For improving short-length codes, we demonstrate that classic decoders can also be used with real-valued, neural encoders, i. e., deep-learning based codeword sequence generators.

Learning Quantization in LDPC Decoders

no code implementations10 Aug 2022 Marvin Geiselhart, Ahmed Elkelesh, Jannis Clausius, Fei Liang, Wen Xu, Jing Liang, Stephan ten Brink

Finding optimal message quantization is a key requirement for low complexity belief propagation (BP) decoding.

Quantization

Cannot find the paper you are looking for? You can Submit a new open access paper.