Author

Mukesh Kumar

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Preprint Sep 2026

Locally Fair PageRank: Mean-Field Approximation and One-Step Refinement

Graph-based ranking methods such as PageRank can amplify structural disparities in networks, motivating fairness-aware ranking mechanisms for sensitive groups. Locally Fair PageRank (LFPR) enforces fairness through local propagation, but exact computation requires repeated iterations until convergence, limiting scalabi...

Mukesh Kumar, Gaurav Dixit, A. Saxena · 0 citations