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cs.DB2025
N2E: A General Framework to Reduce Node-Differential Privacy to Edge-Differential Privacy for Graph Analytics
Yihua Hu, Hao Ding, Wei Dong
Differential privacy (DP) has been widely adopted to protect sensitive information in graph analytics. While edge-DP, which protects privacy at the edge level, has been extensively…
cs.DB2025
A General Framework for Per-record Differential Privacy
Xinghe Chen, Dajun Sun, Quanqing Xu +1
Differential Privacy (DP) is a widely adopted standard for privacy-preserving data analysis, but it assumes a uniform privacy budget across all records, limiting its applicability…