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H. V. Nguyen

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#machine learning Preprint Oct 2026

Energy Saving in 5G and Beyond Networks: A Quantum Reinforcement Learning Approach

Energy saving has become a critical challenge in 5G and beyond networks. The rapid growth of connected devices has increased the overall network energy demand, driving operational expenditure to unsustainable heights. The Base Station (BS) accounts for the largest share of energy usage, typically consuming around 60-70...

Muhammad Usman, H. V. Nguyen, M. Lezzi et al. · 0 citations
Preprint Sep 2026

Secrecy Sum-Rate Maximization in Finite Blocklength IRS-aided Systems With Perfect and Imperfect CSI

The rapid growth of the Internet of Things (IoT) requires efficient and secure communication technologies to enable ultra-reliable low-latency (URLLC) communication applications. Intelligent reflecting surfaces (IRS) have emerged as a promising solution to enhance IoT network secrecy performance by improving signal qua...

M. Abughalwa, H. V. Nguyen, D. Nguyen et al. · 0 citations
Review Jul 2026

JEPA for AI-Native 6G: Predictive Representations and Open Challenges

A wireless-oriented tutorial on JEPA for 6G intelligence is presented and an illustrative, beam-management case study is presented suggesting that a wireless-aware target, specifically an auxiliary future beam-energy target during self-supervised pretraining, can improve label efficiency and robustness across shifted d...

Sheikh Salman Hassan, Irshad A. Meer, Almoatssimbillah Saifaldawla et al. · 0 citations

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