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Yangzhi Li

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Open access 2026

Graph-Enhanced Critic Learning for Cooperative Spectrum Access in Multi-UAV Cognitive Radio Networks

A graph-enhanced centralized critic is proposed that injects topology-aware relational embeddings into value estimation while leaving decentralized actors unchanged, with centralized-training overhead and dense 16-secondary-user settings as practical limitations.

Changjing Sun, Zhenhua Wang, Yangzhi Li et al. · 0 citations