arxiveess.SP2026-07-22
Lightweight Gated Recurrent Unit Variants for Real-Time Channel Prediction
Kyriakos Christodoulides, Kyriakos M. Deliparaschos, Risto Wichman, Themistoklis Charalambous
Machine-learning-based channel predictors must operate under stringent latency, memory, and computational constraints while remaining robust to noisy and time-varying observations. This paper develops a causal channel-prediction framework based on three single-layer gated recurre…