Scalable Mamba-Based Message-Passing Neural Decoder for Error-Correcting Codes

arXiv:2605.10681 · cs.IT, cs.LG, math.IT · Submitted 2026-05-11 · Read on arXiv

cs.IT, cs.LG, math.IT

Submitted: 2026-05-11

Updated: 2026-09-19

Comments: This paper has been accepted at IEEE GLOBECOM 2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Transformer — 19× in this paper · explained in 2 episodes
• Aggregation — 12× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Consistency — 2× in this paper · explained in 3 episodes
• Core — 2× in this paper · explained in 2 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• Redundancy — 2× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Structured Reasoning — 1× in this paper · explained in 3 episodes

Sources

• Accelerating Error Correction Code Transformers
• Hybrid Mamba-Transformer Decoder for Error-Correcting Codes
• Cross-Attention Message-Passing Transformers for Code-Agnostic Decoding in 6G Networks
• Denoising Diffusion Error Correction Codes
• Syndrome-Flow Consistency Model Achieves One-step Denoising Error Correction Codes

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