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most citedMAPPING: Debiasing Graph Neural Networks for Fair Node Classification with Limited Sensitive Information Leakage

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cs.CR2026

Taipan: A Query-free Transfer-based Multiple Sensitive Attribute Inference Attack Solely from Auxiliary Graphs

Ying Song, Balaji Palanisamy

Graph-structured data underpin a wide spectrum of modern applications, yet their multiple sensitive attributes are not isolated but deeply coupled with graph topology. This couplin…