Author

Li-Hsing Yen

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Preprint Aug 2026

Assessing the Impacts of Imperfect Datasets on Client Selections in Federated Learning

This study experimentally measures the impact of non-IID data, noisy data, and fairness in client selection on model accuracy and convergence, and proposes a privacy-preserving scoring method to assess each client's contribution in FL.

Yuan-Heng Tsai, Li-Hsing Yen, Yan-Wei Chen · 0 citations

Open access 2026

DPDK-Accelerated O-RAN DU With Per-Flow Network Slicing and 3GPP-Compliant Dynamic Bandwidth Guarantee

DPDK-DU-NS is presented, a DPDK-enabled O-RAN DU that supports per-flow network slicing and bandwidth management in compliance with 3GPP 5G QoS flow and bearer management specifications and is validated as a high-performance and scalable foundation for next-generation O-RAN DU implementations.

Ze-Yu Jin, Li-Hsing Yen, Chih-Hsiang Chen et al. · IEEE Access · 0 citations