Aegis: A Correlation-Based Data Masking Advisor for Data-Sharing Ecosystems

Summary: Aegis picks masking configurations by minimizing predictive-utility deviation via preserved feature–label correlations, working with limited or no raw data. An IPF-based joint estimator enables MI/chi-square/g3 metrics and fast search for privacy-compliant masks that retain downstream ML accuracy. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7353
Venue: SIGMOD
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,046 | 30.12%
DOI: 10.1145/3769757

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
1,761	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	0.00010651764
2,718	Anonymizing Bipartite Graph Data using Safe Groupings	2008	VLDB	8.2409647e-05
3,197	A Probabilistic Optimization Framework for the Empty-Answer Problem	2013	VLDB	7.3955829e-05
4,474	Measure-driven Keyword-Query Expansion	2009	VLDB	6.1528736e-05
4,790	Hiding the Presence of Individuals from Shared Databases	2007	SIGMOD	5.9192267e-05
4,979	Fast Data Anonymization with Low Information Loss	2007	VLDB	5.7878768e-05
6,233	Mosaic: A Sample-Based Database System for Open World Query Processing	2020	CIDR	5.1451876e-05
6,898	Disclosure-Compliant Query Answering	2024	SIGMOD	4.8925595e-05
7,914	Efficient Approximate Algorithms for Empirical Entropy and Mutual Information	2021	SIGMOD	4.6179608e-05
8,921	Leveraging Similarity Joins for Signal Reconstruction	2018	VLDB	4.427232e-05
8,930	Privacy Preservation by Disassociation	2012	VLDB	4.427232e-05
9,928	Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search	2024	VLDB	4.2511622e-05
10,439	Finding What You’re Looking For: A Distribution-Aware Dataset Search Engine in Action	2025	SIGMOD	4.1945683e-05

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