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eess.SP2026
MIMO Channel Prediction via Deep Learning-based Conformal Bayes Filter
Dongwon Kim, Jinu Gong, Joonhyuk Kang
Channel prediction has emerged as an effective solution for acquiring accurate channel state information (CSI) in the presense of channel aging. Existing methods have inherent limi…
cs.LG2026
Beyond Fixed Rounds: Data-Free Early Stopping for Practical Federated Learning
Youngjoon Lee, Hyukjoon Lee, Seungrok Jung +4
Federated Learning (FL) facilitates decentralized collaborative learning without transmitting raw data. However, reliance on fixed global rounds or validation data for hyperparamet…