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Author

C. T. Nguyen

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2026

Generative AI Service Provision in Heterogeneous Edge Networks: A Dynamic Two-Stage Optimization Approach

Generative Artificial Intelligence (GAI) has been attracting a massive and rapidly expanding user base worldwide in recent years, resulting in enormous demand for inference requests that cannot be handled efficiently by centralized cloud-based architectures. Edge computing presents a promising approach to mitigate thes...

C. T. Nguyen, D. Hoang, D. Nguyen et al. · 0 citations
Preprint Aug 2026

FBID: Adaptive Personalized Federated Learning for Robust Out-of-Distribution Attack Detection in IoT Networks

Federated Bandit Intrusion Detection (FBID), a novel adaptive PFL framework to address this limitation through server-side personalization control, employs a contextual multi-armed bandit at the server to dynamically regulate each client's local training intensity according to its observed behavior and update quality.

A. Bui, C. T. Nguyen, Hoang-Anh Pham et al. · 0 citations

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