Search Results for author: Nima N. Moghadam

Found 2 papers, 1 papers with code

Graph Neural Networks for Massive MIMO Detection

1 code implementation11 Jul 2020 Andrea Scotti, Nima N. Moghadam, Dong Liu, Karl Gafvert, Jinliang Huang

In this paper, we innovately use graph neural networks (GNNs) to learn a message-passing solution for the inference task of massive multiple multiple-input multiple-output (MIMO) detection in wireless communication.

$α$ Belief Propagation as Fully Factorized Approximation

no code implementations23 Aug 2019 Dong Liu, Nima N. Moghadam, Lars K. Rasmussen, Jinliang Huang, Saikat Chatterjee

Belief propagation (BP) can do exact inference in loop-free graphs, but its performance could be poor in graphs with loops, and the understanding of its solution is limited.

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