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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

Gaofeng Cui

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4 papers indexed here

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Sep 2026

MAFRL: A Multi-Agent Flow-Balance Reinforcement Learning Framework for Resource Allocation in LEO Satellite Systems

Low Earth orbit (LEO) satellite systems are expected to deliver ubiquitous broadband connectivity, but their dynamic topology and limited on-board resources challenge beam hopping (BH) scheduling and inter-satellite load balancing. This paper proposes a multi-satellite cooperative BH algorithm based on multi-agent flow...

Sheng-Tong Xie, Cheng Wang, Gao-Feng Cui et al. · 0 citations
Conference Aug 2026

Channel Estimation for AFDM System Based on Deep Residual Network

Affine Frequency Division Multiplexing (AFDM) demonstrates significant advantages in high-mobility doubly dispersive channels. Conventional pilot-assisted channel estimation schemes necessitate high pilot power, resulting in a high pilotto-data power ratio (PDR). Reducing the pilot power makes weak multipath components...

Yi-Jun Liu, Zhan-Shuo Liang, Lin Ba et al. · 0 citations
Sep 2026

QoS-Aware Resource Allocation in LEO Satellite Networks: A Graph Neural Network Approach

Efficient radio resource allocation is pivotal for maximizing the service capability of Low Earth Orbit (LEO) satellite networks. However, the high mobility of satellites and the rapidly time-varying channel conditions pose significant challenges to traditional resource management schemes. Conventional optimization met...

Wen-Bo Yu, Cheng Wang, Gao-Feng Cui et al. · 0 citations
2026

Meta-DRL-Based Joint Beam Hopping and Resource Allocation for Space–Air Cooperative ISAC Systems

The implementation of integrated sensing and communication (ISAC) technology in space-air cooperative systems enhances the spectral efficiency and ensures sensing and communication services for different areas. Although numerous studies have explored resource management in ISAC systems, they generally overlook the unev...

Liming Liang, Gaofeng Cui, Hui Xie et al. · 0 citations

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