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

Author

Jinjin Shen

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2026

Twin-Timescale 3C Resource Allocation for Semantic-Aware Vehicular Edge Computing Using Multi-Agent Graph Reinforcement Learning

Semantic-aware edge computing has exhibited tremendous potential for reducing communication-computing-caching (3C) resource costs in vehicular networks through task-oriented semantic extraction. However, environmental dynamics and uncertainties across heterogeneous timescales pose critical challenges for 3C resource al...

Yan Lin, Jinjin Shen, Yijin Zhang et al. · 0 citations

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