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Author

Changmao Wu

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#edge computing Nov 2026

GSPM-MAAC: Multi-Agent Reinforcement Learning for Task Offloading in Vehicular Edge Computing Systems

In vehicular edge computing (VEC), existing task offloading approaches enable mobile vehicles (MVs) to offer ultra-low latency services for computation-intensive tasks. However, centralized offloading strategies are impractical due to MVs’ limited communication range and high mobility, requiring autonomous cooperation...

Zheng-Wei Gao, Chang-Mao Wu, Lei Yang et al. · 0 citations
2026

Neighbor Exclusion-Based Graph Neural Network for Sequential Channel Allocation in Wireless Local Area Networks

Dynamic channel allocation in wireless local area networks (WLANs) is essential for mitigating co-channel interference and satisfying time-varying traffic demands under limited spectrum resources. Beyond optimizing each network snapshot, an effective allocation scheme should preserve temporal continuity to avoid excess...

Zheng-Wei Xu, Li Liu, Chang-Mao Wu et al. · 0 citations

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