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Author

Mengyuan Ma

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#artificial intelligence Preprint Oct 2026

Energy-Efficient Spiking Neural Networks for Sensing-Aided Beam Prediction

Sensing-aided beam prediction can reduce the beam-training overhead of millimeter-wave (mmWave) systems by leveraging environmental information from complementary modalities such as vision and position. However, the resulting sensing and inference pipeline can be energy-intensive, motivating the use of energy-efficient...

N. Nguyen, Phuong Nam Tran, Meng-Yuan Ma et al. · 0 citations
Preprint Sep 2026

Tri-Hybrid Beamforming Design for Large-Scale MIMO ISAC Systems

Tri-hybrid multiple-input multiple-output (MIMO) architectures have been proposed as a promising solution for enabling energy-efficient communications systems in large-scale antenna arrays by replacing conventional antenna arrays in hybrid beamforming (HBF) systems with low-cost dynamic metasurface antennas (DMAs). In...

Tian-Yu Fang, Meng-Yuan Ma, Markku J. Juntti et al. · 0 citations

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