19 citations · 40 across the 14 of their papers we have counts for
5 papers · 1 filter
Hybrid Mamba-Transformer Decoder for Error-Correcting Codes
Shy-el Cohen, Yoni Choukroun, Eliya Nachmani
We introduce a novel deep learning method for decoding error correction codes based on the Mamba architecture, enhanced with Transformer layers. Our approach proposes a hybrid deco…
Factor Graph Optimization of Error-Correcting Codes for Belief Propagation Decoding
Yoni Choukroun, Lior Wolf
The design of optimal linear block codes capable of being efficiently decoded is of major concern, especially for short block lengths. As near capacity-approaching codes, Low-Densi…
Learning Linear Block Error Correction Codes
Yoni Choukroun, Lior Wolf
Error correction codes are a crucial part of the physical communication layer, ensuring the reliable transfer of data over noisy channels. The design of optimal linear block codes…
Denoising Diffusion Error Correction Codes
Yoni Choukroun, Lior Wolf
Error correction code (ECC) is an integral part of the physical communication layer, ensuring reliable data transfer over noisy channels. Recently, neural decoders have demonstrate…
Deep Learning for Decoding of Linear Codes - A Syndrome-Based Approach
Amir Bennatan, Yoni Choukroun, Pavel Kisilev
We present a novel framework for applying deep neural networks (DNN) to soft decoding of linear codes at arbitrary block lengths. Unlike other approaches, our framework allows unco…