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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...

Zhengwei Xu, Li Liu, Changmao Wu et al. · 0 citations

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