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Simon L. Cotton

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#machine learning Open access Sep 2026

Quantum-Assisted Memory-Efficient Training for Parameter-Intensive Wi-Fi-Based Human Activity Recognition

This work represents the first quantum-assisted approach to simultaneously tackle memory inefficiencies in both the training and inference stages of HAR systems, and achieves a 90% to 95% reduction in trainable parameters compared with conventional backpropagation-based DL training.

T. An, Jie Zhang, Guo-Lin Yin et al. · 0 citations
2026

A Bidirectional-AoI-Aware Multi-Agent Deep Reinforcement Learning Framework for Vehicular Platooning in Segmented Waveguide-Based Pinching Antenna Systems

Ensuring reliable and low-latency vehicle-to-everything (V2X) communications in high-speed transport settings remains a significant challenge due to severe path loss brought about by non-line-of-sight (NLoS) and coverage gaps in conventional cellular infrastructure. While dielectric waveguide-based pinching antenna (PA...

Yuxiang Zheng, Simon L. Cotton, T. Q. Duong · 0 citations

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