Author

Hongjie Guo

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#graph neural networks Nov 2026

A Multiobjective Matrix Particle Swarm Optimization Algorithm Integrating Graph Neural Networks and Multilayer Perceptrons for IRS-Assisted Drone Deployment

The evolution of 6G networks toward integrated air–ground–space systems has highlighted drones as a key solution for enhancing communication in complex terrains. However, their practical deployment faces multiple challenges, including non-line-of-sight (NLoS) propagation, cochannel interference, and energy constraints....

Jia-Ling Hu, Hong-Jie Guo, Dong-Lin Zhu et al. · IEEE Internet of Things Jour... · 0 citations

Open access 2026

Federated Learning with Consistency Optimization Algorithms under Non-IID Data

This paper proposes Federated Learning with Consistency Optimization Algorithms (FedCO), a novel optimization framework that incorporates a label-skew-aware correction loss and neural feature distribution regularization during local training that significantly improves accuracy and convergence under diverse non-IID set...

Ruiqi Wu, Yehong Li, Hongjie Guo et al. · Computers, Materials & C... · 0 citations