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cs.LG2023
A Framework for Exploring Federated Community Detection
William Leeney, Ryan McConville
Federated Learning is machine learning in the context of a network of clients whilst maintaining data residency and/or privacy constraints. Community detection is the unsupervised…
cs.LG2023
Uncertainty in GNN Learning Evaluations: The Importance of a Consistent Benchmark for Community Detection
William Leeney, Ryan McConville
Graph Neural Networks (GNNs) have improved unsupervised community detection of clustered nodes due to their ability to encode the dual dimensionality of the connectivity and featur…