A GNN trained with Gumbel-Softmax and straight-through estimation outputs guaranteed-integer user associations and achieves higher simulated sum-rate than fractional-association baselines in mmWave multi-cell networks.
Gblinks: Gnn-based beam selection and link activation for ultra-dense d2d mmwave networks,
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Joint Beamforming and Integer User Association using a GNN with Gumbel-Softmax Reparameterizations
A GNN trained with Gumbel-Softmax and straight-through estimation outputs guaranteed-integer user associations and achieves higher simulated sum-rate than fractional-association baselines in mmWave multi-cell networks.