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Author

Zhi-Jie Zeng

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Conference Aug 2026

A Differentiable Optimization Enhanced Actor-Critic Framework for Resource Allocation in Spectrum Sharing UAV Networks

Spectrum sharing is promising to alleviate the spectrum scarcity problem of the unmanned aerial vehicle (UAV) networks. Resource allocation is also of crucial importance to improve the spectrum efficiency and network performance. However, the resource allocation problems are typically NPhard when the number of the opti...

Yi-He Diao, Rui Ding, Zhi-Jie Zeng et al. · 0 citations
2026

Dynamic Spectrum Aggregation and Resource Allocation for Embodied-Enhanced Cognitive UAV Networks Using Hybrid Action Space DRL

Uncrewed aerial vehicles (UAVs) identified as agents are promising for future communications and networking due to their flexibility and intelligence. However, UAVs are subjected to the severe spectrum scarcity problem. To tackle this challenge, an embodied-enhanced cognitive UAV network is investigated, where an embod...

Yi-He Diao, Rui Ding, Zhi-Jie Zeng et al. · 0 citations

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