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Spatial deep learning for wireless scheduling,

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cs.IT 1

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2019 1

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UNVERDICTED 1

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A Graph Neural Network Approach for Scalable Wireless Power Control

cs.IT · 2019-07-19 · unverdicted · novelty 6.0

IGCNet learns power control policies for interference channels via graph convolutions, is proven to be a universal approximator for permutation-invariant continuous functions, and outperforms WMMSE in speed while remaining robust to imperfect CSI.

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  • A Graph Neural Network Approach for Scalable Wireless Power Control cs.IT · 2019-07-19 · unverdicted · none · ref 4

    IGCNet learns power control policies for interference channels via graph convolutions, is proven to be a universal approximator for permutation-invariant continuous functions, and outperforms WMMSE in speed while remaining robust to imperfect CSI.