Error-Correcting Codes

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37 papers7 papers in the last four weeks, up 75% on the four weeks before. 0.0% of all new papers.

Learning to Decode Linear Codes with Generalized Belief Propagation Network
Nov 4, 2026Samira MalekNeural Decoding Error-Correcting Codes
Pennsylvania State University
Recurrent Bipartite Graph Neural Networks for QC-MDPC Error Decoding in McEliece Cryptosystems
Oct 28, 2026Parth Rajeshkumar Tandel, Elisabeth FinkError-Correcting Codes Post-Quantum Cryptography
Middlesex University, Department of Computer Science, Hendon, London NW4 4BT, UK
Variable-Length Feedback Coding With Universal Decoding and Bandit Channel Selection
Oct 27, 2026Recep Can YavasError-Correcting Codes
Department of Electrical and Electronics Engineering at Bilkent University, 06800, Ankara, Turkey
Joint End-to-End Training of Weighted BP Decoder Ensembles
Oct 24, 2026Felix Krieg, Paul Bezner, Stephan ten BrinkError-Correcting Codes Belief Propagation
Institute of Telecommunications, University of Stuttgart, Germany
On the Adversarial Vulnerability of Neural Receivers with Unrolled LDPC Decoders
Oct 21, 2026Aakash Saini, Jafar Aco Mohammadi, Wolfgang GerstackerAdversarial Attacks Neural Network Robustness
Nokia, Munich, Germany · Institute for Digital Communications, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
Certified Adaptive List Decoding for Error-Correcting Codes
Oct 20, 2026Jaeho Hwang, Byung-Sun Won, Uiwon HwangError-Correcting Codes Neural Decoding
Human-Centered Artificial Intelligence Research Institute, Ewha Womans University · Institute of Mathematical Sciences, Ewha Womans University · Department of Computer Science and Engineering, Ewha Womans University
Distance Prediction for Quantum Codes
Oct 13, 2026Nadav Schneider, Eliya NachmaniQuantum LDPC Codes Quantum Error Correction
School of Electrical and Computer Engineering, Ben-Gurion University of the Negev, Israel
Large Language Model-Guided Discovery of Weight-Five Bivariate Bicycle Codes
Oct 5, 2026Juan Cruz-BenitoQuantum LDPC Codes Quantum Error Correction
IBM Research
Anchor-ECC: Local Integrity Checking for Watermarked LLM Outputs via Error-Correcting Codes
Sep 30, 2026Zewei Deng, Muhammad Siddeek, Liyan Xie +4Error-Correcting Codes Text Watermarking
University of Minnesota · Google · Oakland University +2
Evolving Towards Better Codes: LLM-Guided Search for High-Distance Binary Linear Codes
Sep 29, 2026Amal Seddas, Vladyslav Shashkov, Maryna Viazovska +1Automated Algorithm Discovery Error-Correcting Codes
EPFL
ZeroCode: On-demand Error-Correcting Code Construction from the Zero Matrix via Reinforcement Learning
Sep 28, 2026Ju-Hyeong Lee, Yongjune Kim, Sang-Hyo Kim +2Error-Correcting Codes RL for Combinatorial Optimization
University of Ulsan · Pohang University of Science and Technology (POSTECH) · Sungkyunkwan University
Reinforcement Learning for Syndrome Extraction
Sep 10, 2026John Zhuoyang Ye, Aarav Pabla, Jens PalsbergQuantum Error Correction Error-Correcting Codes
University of California, Los Angeles Los Angeles, United States
A machine-checked proof of the Dong-Yang classification of optimal (n,4) binary codes for BSCs
Sep 5, 2026Shenghao Yang, Yanyan DongError-Correcting Codes
School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, Guangdong 518172, P. R. China.
WeaveMark: Robust and Scalable Multi-bit LLM Watermarking via Coded Payload Spreading
Sep 2, 2026Gang-Hyun Park, Ju-Hyeong Lee, Hee-Youl Kwak +1Multi-Bit Watermarking Error-Correcting Codes
University of Ulsan, Ulsan, Republic of Korea
MaskCode: Mask Transformer for Feedback-Assisted Coding With Linear Block Codes
Sep 1, 2026Jonggyu Jang, Hongjae Nam, Vishrant Tripathi +2Error-Correcting Codes
Department of Electronics Engineering, Chung-nam National University, Daejeon 34134, Republic of Korea · Elmore Family School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN 47907 USA · Department of Electrical and Computer Engineering, Seoul National University, Seoul 08826, Republic of Korea
OmniQEC: discovering practical quantum error-correcting codes by an AI scientist
Jul 28, 2026Ge Yan, Shanchuan Li, Pengyue Ma +5AI Agents for Scientific Discovery Quantum LDPC Codes
College of Computing and Data Science, Nanyang Technological University, Singapore · Department of Electrical Engineering and Computer Science, Tokyo University of Agriculture and Technology, Koganei, Tokyo, Japan · 3Zhejiang University of Technology, China +3
Machine-learned syndrome post-selection for reliable quantum error correction
Jul 21, 2026Tobias Haug, Askery Canabarro, Leandro AolitaQuantum Error Correction Classification
Quantum Research Center, Technology Innovation Institute, Abu Dhabi, UAE · Campus Arapiraca, Federal University of Alagoas, Arapiraca-AL, Brazil
MDQEC-QAS: Meta-Decoding for Quantum Error Correction with Hardware-Aware VQC Search and Confidence-Gated Recovery
Jul 12, 2026Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique +1Variational Quantum Circuits Selective Prediction
Department of Physics, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India · eBRAIN Lab, Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi, UAE · Center for Quantum and Topological Systems (CQTS), NYUAD Research Institute, NYUAD, Abu Dhabi, UAE
Latency-Constrained Hardware-Aware Quantum Error Correction Co-Design with Adaptive Confidence-Gated Neural Decoding for the Rotated Surface Code
Jul 7, 2026Sumit ChongderNeural Decoding Quantum Error Correction
Department of Physics, Quantum Information and Computation, Indian Institute of Technology Jodhpur, Jodhpur, Rajasthan 342037, India
Low-Overhead Error-Corrected QCNNs Using Bivariate Bicycle Codes
Jul 7, 2026Alejandro Rosales, Animesh YadavQuantum Convolutional Neural Networks Quantum Error Correction
School of Electrical Engineering and Computer Science Ohio University, Athens, OH, USA
Arbitrary Reduction of Validation Error for AI Decision Tests using Homomorphic AI and Repetition Codes
Jun 27, 2026Eric Filiol, Jaagup SeppHomomorphic Encryption Privacy-Preserving ML
Independent Researcher - Retired Professor · Hope4Sec, Tallinn, Estonia
Large-Language-Model Discovery of Quantum LDPC Codes through Structured Concept Evolution
Jun 23, 2026Zidu Liu, Florian MarquardtQuantum LDPC Codes Quantum Error Correction
Max Planck Institute for the Science of Light, 91058 Erlangen, Germany · Department of Physics, Friedrich-Alexander University Erlangen-Nürnberg, 91058 Erlangen, Germany
Toward a Generalized Defense Across Sparse, Continuous, and Structured Parameter Attacks
Jun 3, 2026Bin Duan, Zeyu Bai, Guowei YangAdversarial Attacks Adversarial Robustness
School of Electrical Engineering and Computer Science, The University of Queensland, Australia
Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search
Jun 1, 2026Juan Cruz-Benito, Andrew W. Cross, David Kremer +1Automated Algorithm Discovery Quantum LDPC Codes
IBM Research, IBM T. J. Watson Research Center, NY, USA
Score Based Error Correcting Code Decoder
May 27, 2026Alon Helvits, Eliya NachmaniError-Correcting Codes
School of Electrical and Computer Engineering (ECE), Ben Gurion University, Beer Sheva, Israel.
Learning Logical Operations for Arbitrary Quantum Error Correction Codes
May 27, 2026Nico Meyer, Christopher Mutschler, Dominik Seuß +2Quantum Error Correction Variational Quantum Circuits
Fraunhofer IIS, Fraunhofer Institute for Integrated Circuits IIS, Nuremberg, Germany · Pattern Recognition Lab, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany · University of Technology Nuremberg (UTN), Nuremberg, Germany +1
Variational Diffusion Channel Decoder
May 17, 2026Chengwei Zhang, Yifan Du, Siyu LiaoNeural Decoding Error-Correcting Codes
The School of Integrated Circuits Sun Yat-sen University Shenzhen, China
Maximum Likelihood Decoding of Quantum Error Correction Codes
May 17, 2026Hanyan Cao, Ge Yan, Yuxuan Du +1Quantum Error Correction Quantum Error Correction Decoding
1Science, Mathematics and Technology Cluster, Singapore University of Technology and Design, 8 Somapah Road, 487372, Singapore · College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore · School of Physical and Mathematical Sciences, Nanyang Technological University,2026 Singapore, Singapore
Sparse Mamba Decoder for Quantum Error Correction: Efficient Defect-Centric Processing of Surface Code Syndromes
May 16, 2026Samira Sayedsalehi, Nader Bagherzadeh, Maxim Shcherbakov +1Neural Decoding Quantum Error Correction
Department of Electrical Engineering and Computer Science University of California, Irvine, CA 92697, USA
Scalable Mamba-Based Message-Passing Neural Decoder for Error-Correcting Codes
May 11, 2026Rostislav Gusev, Nikita Aleksandrov, Artem Solomkin +1Neural Decoding Message Passing Neural Networks
Skolkovo Institute of Science and Technology, Moscow, Russia

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Learning to Decode Linear Codes with Generalized Belief Propagation Network

Samira Malek

Pennsylvania State University

Neural Decoding Error-Correcting Codes Message Passing Neural Networks

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Error correcting codes are a fundamental component of communication systems, enabling reliable data transmission over noisy channels. Recently, neural decoders have demonstrated notable performance gains over classical iterative algorithms. In this paper, we propose a Generalized Belief Propagation Network (GBPNet) that preserves message-passing symmetry while enhancing the decoder's learning capability. The architecture uses cascaded variable-node updates and learned element-wise message scaling while retaining the Tanner graph structure. We also introduce two training strategies, progressive training and high-SNR training, that improve decoding accuracy. Experimental results on several linear codes show that GBPNet achieves lower bit error rates than conventional belief propagation and the evaluated state-of-the-art neural decoders.