2 papers
cs.LG2026
Syndrome-Flow Consistency Model Achieves One-step Denoising Error Correction Codes
Haoyu Lei, Chin Wa Lau, Kaiwen Zhou +2
Error Correction Codes (ECC) are fundamental to reliable digital communication, yet designing neural decoders that are both accurate and computationally efficient remains challengi…
cs.IT2025
Interplay Between Belief Propagation and Transformer: Differential-Attention Message Passing Transformer
Chin Wa Lau, Xiang Shi, Ziyan Zheng +2
Transformer-based neural decoders have emerged as a promising approach to error correction coding, combining data-driven adaptability with efficient modeling of long-range dependen…