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cs.SI2026
Locally Fair PageRank: Mean-Field Approximation and One-Step Refinement
Mukesh Kumar, Gaurav Dixit, Akrati Saxena
Graph-based ranking methods such as PageRank can amplify structural disparities in networks, motivating fairness-aware ranking mechanisms for sensitive groups. Locally Fair PageRan…
cs.SI2026
Fairness-Sensitive PageRank Approximation
Mukesh Kumar, Gaurav Dixit, Akrati Saxena
Real-world social networks have structural inequalities, including the majority and minorities, and fairness-agnostic centrality measures often amplify these inequalities by dispro…