Author

Shu-Cheng Yang

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#machine learning Preprint Oct 2026

NBCLT: Parameter-Agnostic Norm-Ball Clipped Local Training

Distributed learning with multiple local steps reduces communication but aggravates drift, and its practical performance often depends on carefully tuned hyperparameters under heterogeneous data and communication constraints. At the same time, recent Muon-type optimizers suggest that constraining updates within suitabl...

Lin-Xuan Pan, Shu-Cheng Yang, Jun-Chi Yang · 0 citations

2026

Achievable Rate Lower Bound and Bottleneck Analysis for IRS-Assisted MISO Systems With Channel Estimation Errors

Intelligent reflecting surfaces (IRSs) have attracted extensive research interest for their passive beamforming gains. However, practical IRS-assisted systems rely heavily on accurate channel state information (CSI), which inevitably suffers from estimation errors. Motivated by this challenge, we first investigate the...

Shu-Cheng Yang, Yuwen Cao, Ji-Guang He et al. · IEEE Communications Letters · 1 citation