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cs.LG2026
Graph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphs
Takuto Takahashi, Itsuki Nakayama, Takahiro Mitani +3
Node classification in graph neural networks (GNNs) has been widely applied in various fields of graph analysis. GNNs achieve high-accuracy node classification in homophilous graph…
cs.LG2025
Algorithmic Fairness: Not a Purely Technical but Socio-Technical Property
Yijun Bian, Lei You, Yuya Sasaki +2
The rapid trend of deploying artificial intelligence (AI) and machine learning (ML) systems in socially consequential domains has raised growing concerns about their trustworthines…