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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zhen Chen

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2026

Task Offloading in Marine Edge Clouds: A Lyapunov-Guided Multi-Agent DRL Approach

Maritime mobile edge computing (MMEC) has emerged as a key enabler for supporting computation-intensive vision applications on uncrewed surface vehicles (USVs). However, volatile maritime channels, heterogeneous computing resources, and mismatched task offloading strategies jointly lead to excessive energy consumption...

Wen-Qian Luo, Yanglong Sun, Wei-Jian Xu et al. · 0 citations
2026

Hierarchical Meta-Graph Reinforcement Learning for Collaborative GenAI Model Caching and Inference Scheduling

Enabling collaborative generative AI (GenAI) inference at the network edge is challenging due to limited caching capacity, heterogeneous computing resources, and highly dynamic, latency-sensitive service demands. In this paper, we investigate the joint optimization of GenAI model caching, inference offloading, and reso...

Liang Zhao, Jing Wei, Huan Zhou et al. · 0 citations

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