Author

Choong Seon Hong

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Open access 2026

Toward Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence

Federated learning (FL) enables decentralized model training without sharing raw data but remains vulnerable to adversarial attacks and often suffers from performance degradation under non-IID data distributions. By analyzing vanilla knowledge distillation (VKD) and adversarial knowledge distillation (AKD), we observe...

Yu Qiao, Apurba Adhikary, Huy Q. Le et al. · IEEE Journal on Selected Are... · 0 citations

Preprint Aug 2026

Energy-Aware Compression-Computation Co-Adaptation for Latency Minimization in Multi-User Semantic Communication

A robust codec is proposed that effectively works under a diversity of compression rates and channel noise without re-training, while the greedy sub-carrier allocation lowers the communication time.

Loc X. Nguyen, Y. Park, Avi Deb Raha et al. · 0 citations