2 papers
cs.IT2026
On the Fragility of AI-Based Channel Decoders under Small Channel Perturbations
Haoyu Lei, Mohammad Jalali, Chin Wa Lau +1
Recent advances in deep learning have led to AI-based error correction decoders that report empirical performance improvements over traditional belief-propagation (BP) decoding on…
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…