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06/08/2023
On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks
Research on GNNs has highlighted a relationship between high homophily (...
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07/10/2022
On Graph Neural Network Fairness in the Presence of Heterophilous Neighborhoods
We study the task of node classification for graph neural networks (GNNs...
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01/10/2022
FairEdit: Preserving Fairness in Graph Neural Networks through Greedy Graph Editing
Graph Neural Networks (GNNs) have proven to excel in predictive modeling...
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07/06/2019
