Christian Häger

CoRR, 2024

Decoding Quantum LDPC Codes Using Graph Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2024

Learning to Extract Distributed Polarization Sensing Data from Noisy Jones Matrices.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2024

Real-Time Implementation of Machine-Learning DSP.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2024

Belief Propagation Decoding of Quantum LDPC Codes with Guided Decimation.

[BibT_eX]

[DOI]

Hanwen Yao

Waleed Abu Laban

Proceedings of the IEEE International Symposium on Information Theory, 2024

2023

Spatial Signal Design for Positioning via End-to-End Learning.

[BibT_eX]

[DOI]

Steven Rivetti

IEEE Wirel. Commun. Lett., March, 2023

FPGA Implementation of Multi-Layer Machine Learning Equalizer with On-Chip Training.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2023

Deep-Learning-Based Channel Estimation for Distributed MIMO with 1-bit Radio-Over-Fiber Fronthaul.

[BibT_eX]

[DOI]

Proceedings of the 19th International Symposium on Wireless Communication Systems, 2023

Rateless Autoencoder Codes: Trading off Decoding Delay and Reliability.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2023

Model-Driven End-to-End Learning for Integrated Sensing and Communication.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2023

2022

Benchmarking and Interpreting End-to-End Learning of MIMO and Multi-User Communication.

[BibT_eX]

[DOI]

IEEE Trans. Wirel. Commun., 2022

Data-Driven Estimation of Capacity Upper Bounds.

[BibT_eX]

[DOI]

Muralikrishnan Srinivasan

IEEE Commun. Lett., 2022

End-to-End Learning for VCSEL-based Optical Interconnects: State-of-the-Art, Challenges, and Opportunities.

[BibT_eX]

[DOI]

CoRR, 2022

Data-Driven Upper Bounds on Channel Capacity.

[BibT_eX]

[DOI]

CoRR, 2022

Experimental Demonstration of Learned Pulse Shaping Filter for Superchannels.

[BibT_eX]

[DOI]

Zonglong He

Jinxiang Song

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2022

Symbol-Based Over-the-Air Digital Predistortion Using Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2022

End-to-End Learning for Integrated Sensing and Communication.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2022

2021

Physics-Based Deep Learning for Fiber-Optic Communication Systems.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2021

Pruning and Quantizing Neural Belief Propagation Decoders.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2021

Autoencoder-Based Unequal Error Protection Codes.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2021

End-to-end Autoencoder for Superchannel Transceivers with Hardware Impairment.

[BibT_eX]

[DOI]

Jinxiang Song

Jochen Schröder

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2021

Learned Decimation for Neural Belief Propagation Decoders : Invited Paper.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

Over-the-fiber Digital Predistortion Using Reinforcement Learning.

[BibT_eX]

[DOI]

Jochen Schröder

Proceedings of the European Conference on Optical Communication, 2021

Symbol-Based Supervised Learning Predistortion for Compensating Transmitter Nonlinearity.

[BibT_eX]

[DOI]

Jochen Schröder

Proceedings of the European Conference on Optical Communication, 2021

2020

Learning Physical-Layer Communication With Quantized Feedback.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2020

Learned Decimation for Neural Belief Propagation Decoders.

[BibT_eX]

[DOI]

CoRR, 2020

Model-Based Machine Learning for Joint Digital Backpropagation and PMD Compensation.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2020

End-to-End Learning of Geometrical Shaping Maximizing Generalized Mutual Information.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2020

Decoding Reed-Muller Codes Using Redundant Code Constraints.

[BibT_eX]

[DOI]

Mengke Lian

Proceedings of the IEEE International Symposium on Information Theory, 2020

Pruning Neural Belief Propagation Decoders.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2020

Benchmarking End-to-end Learning of MIMO Physical-Layer Communication.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Communications Conference, 2020

2019

Revisiting Multi-Step Nonlinearity Compensation with Machine Learning.

[BibT_eX]

[DOI]

CoRR, 2019

Learned Belief-Propagation Decoding with Simple Scaling and SNR Adaptation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Reinforcement Learning for Channel Coding: Learned Bit-Flipping Decoding.

[BibT_eX]

[DOI]

Proceedings of the 57th Annual Allerton Conference on Communication, 2019

2018

Approaching Miscorrection-Free Performance of Product Codes With Anchor Decoding.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2018

Nonlinear Interference Mitigation via Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exposition, 2018

What Can Machine Learning Teach Us about Communications?

[BibT_eX]

[DOI]

Mengke Lian

Proceedings of the IEEE Information Theory Workshop, 2018

On Low-Complexity Decoding of Product Codes for High-Throughput Fiber-Optic Systems.

[BibT_eX]

[DOI]

Alireza Sheikh

Gianluigi Liva

Proceedings of the 10th IEEE International Symposium on Turbo Codes & Iterative Information Processing, 2018

Decoding Reed-Muller Codes Using Minimum- Weight Parity Checks.

[BibT_eX]

[DOI]

Elia Santi

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Deep Learning of the Nonlinear Schrödinger Equation in Fiber-Optic Communications.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Achievable Information Rates for Nonlinear Fiber Communication via End-to-end Autoencoder Learning.

[BibT_eX]

[DOI]

Proceedings of the European Conference on Optical Communication, 2018

Wideband Time-Domain Digital Backpropagation via Subband Processing and Deep Learning.

[BibT_eX]

[DOI]

Proceedings of the European Conference on Optical Communication, 2018

ASIC Implementation of Time-Domain Digital Backpropagation with Deep-Learned Chromatic Dispersion Filters.

[BibT_eX]

[DOI]

Christoffer Fougstedt

Proceedings of the European Conference on Optical Communication, 2018

2017

Density Evolution for Deterministic Generalized Product Codes on the Binary Erasure Channel at High Rates.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

Approaching Miscorrection-free Performance of Product and Generalized Product Codes.

[BibT_eX]

[DOI]

CoRR, 2017

Miscorrection-free Decoding of Staircase Codes.

[BibT_eX]

[DOI]

Proceedings of the European Conference on Optical Communication, 2017

2016

Analysis and Design of Spatially-Coupled Codes with Application to Fiber-Optical Communications.

[BibT_eX]

[DOI]

PhD thesis, 2016

On the Information Loss of the Max-Log Approximation in BICM Systems.

[BibT_eX]

[DOI]

Mikhail Ivanov

IEEE Trans. Inf. Theory, 2016

Density evolution and error floor analysis for staircase and braided codes.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2016

Density evolution for deterministic generalized product codes with higher-order modulation.

[BibT_eX]

[DOI]

Proceedings of the 9th International Symposium on Turbo Codes and Iterative Information Processing, 2016

Deterministic and ensemble-based spatially-coupled product codes.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2016

2015

Density Evolution for Deterministic Generalized Product Codes on the Binary Erasure Channel.

[BibT_eX]

[DOI]

Fredrik Brännström

CoRR, 2015

On parameter optimization for staircase codes.

[BibT_eX]

[DOI]

Proceedings of the Optical Fiber Communications Conference and Exhibition, 2015

2014

A Low-Complexity Detector for Memoryless Polarization-Multiplexed Fiber-Optical Channels.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2014

Terminated and Tailbiting Spatially Coupled Codes with Optimized Bit Mappings for Spectrally Efficient Fiber-Optical Systems.

[BibT_eX]

[DOI]

Fredrik Brännström

CoRR, 2014

Improving Soft FEC Performance for Higher-Order Modulations by Bit Mapper Optimization.

[BibT_eX]

[DOI]

Fredrik Brännström

CoRR, 2014

Optimized bit mappings for spatially coupled LDPC codes over parallel binary erasure channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2014

Comparison of terminated and tailbiting spatially coupled LDPC codes with optimized bit mapping for PM-64-QAM.

[BibT_eX]

[DOI]

Proceedings of the European Conference on Optical Communication, 2014

2013

Design of APSK Constellations for Coherent Optical Channels with Nonlinear Phase Noise.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2013

2012

Constellation optimization for coherent optical channels distorted by nonlinear phase noise.

[BibT_eX]

[DOI]