Articles with "graph reinforcement" as a keyword



Graph-Reinforcement-Learning-Based Task Offloading for Multiaccess Edge Computing

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Published in 2023 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2021.3123822

Abstract: Network applications involve massive heterogeneous data fusion and analysis. Artificial intelligence can significantly improve the convenience and user experience, but it requires a lot of storage, bandwidth, and computing resources. Multiaccess edge computing (MEC) extends… read more here.

Keywords: reinforcement learning; reinforcement; multiaccess edge; graph reinforcement ... See more keywords

Federated Graph Reinforcement Learning-Driven Adaptive Routing Strategy for Mega LEO Satellite Networks

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Published in 2025 at "IEEE Wireless Communications Letters"

DOI: 10.1109/lwc.2025.3593508

Abstract: This letter addressed the routing selection problem in mega low Earth orbit (mLEO) satellite constellations, where the large-scale of satellite network and highly dynamic environment result in an expansive routing space and necessitate frequent adjustments… read more here.

Keywords: satellite; federated graph; routing strategy; graph reinforcement ... See more keywords