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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Tian-Kui Zhang

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Conference Aug 2026

MIMoAE: A Mutual-Information-Driven Mixture-of-Experts Autoencoder for Cross-Scenario Physical-Layer Secret Key Generation

Physical layer secret key generation (PLKG) exploits wireless channel reciprocity to enable two legitimate parties to establish shared secret keys without relying on trusted third parties. However, most existing deep-learning-based PLKG schemes are designed or trained for specific channel environments, and their recipr...

Ming-Ting Li, Zhen-Yang Mo, Tian-Kui Zhang et al. · 0 citations
2026

PASS-Enabled Multi-UAV Integrated Sensing and Communications (ISAC): A Genetic Algorithm

A pinching-antenna system (PASS)-enabled multi-UAV integrated sensing and communication (ISAC) framework is proposed for adaptive downlink communications and UAV sensing. By jointly optimizing the pinching antenna (PA) activation, waveguide-level baseband precoding, and PA-level radiation power, the weighted sum of com...

Yang-Lin Hu, Tian-Kui Zhang, Xiao-Xia Xu et al. · 0 citations
#edge computing Open access Aug 2026

Distributed Trajectory Planning and Resource Allocation for Dynamic Multi-UAV Collaborative Computing

A hierarchical joint optimization algorithm is developed within a multi-agent deep reinforcement learning (MADRL) framework to coordinate UAVs and MTs in a distributed manner and outperforms other benchmarks under varying network scales and capabilities by jointly optimizing UAV operations and resource utilization.

Tian-Kui Zhang, Wenlong Xu, Tian-Yi Shi et al. · 0 citations

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