Interventional Fairness : Causal Database Repair for Algorithmic Fairness

Summary: Introduces interventional fairness by framing algorithmic fairness as a causal database repair problem. Shows sufficient conditions via admissible variables (not full causal models), develops repair algorithms with provable fairness guarantees, and demonstrates improvements on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5713
Venue: SIGMOD
Year: 2019
Pagerank: 0.00014482047
Overall Rank: 1,041 | 92.76%
DOI: 10.1145/3299869.3319901

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,404	Responsible Data Management	2020	VLDB	0.00012174977
1,867	Interpretable Data-Based Explanations for Fairness Debugging	2022	SIGMOD	0.00010272055
2,753	Complaint-driven Training Data Debugging for Query 2.0	2020	SIGMOD	8.1724339e-05
2,923	Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals	2021	SIGMOD	7.8953538e-05
3,299	SCODED: Statistical Constraint Oriented Data Error Detection	2020	SIGMOD	7.2546659e-05
4,769	Automated Feature Engineering for Algorithmic Fairness	2021	VLDB	5.934329e-05
4,872	Explainable AI: Foundations, Applications, Opportunities for Data Management Research	2022	SIGMOD	5.8609352e-05
4,935	OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning	2021	SIGMOD	5.8198727e-05
5,409	Operationalizing Individual Fairness with Pairwise Fair Representations	2020	VLDB	5.5236357e-05
5,976	Responsible Data Integration: Next-generation Challenges	2022	SIGMOD	5.245976e-05
6,892	Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes	2021	SIGMOD	4.8925683e-05
6,944	DataPrism: Exposing Disconnect between Data and Systems	2022	SIGMOD	4.8912787e-05
7,022	A Unified Approach for Resilience and Causal Responsibility with Integer Linear Programming (ILP) and LP Relaxations	2023	SIGMOD	4.8576599e-05
7,046	Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification	2022	SIGMOD	4.8525913e-05
7,076	Mining Approximate Acyclic Schemes from Relations	2020	SIGMOD	4.8426354e-05
7,449	OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport	2024	SIGMOD	4.7269357e-05
7,602	Causal Feature Selection for Algorithmic Fairness	2022	SIGMOD	4.6988081e-05
7,605	The Computation of Optimal Subset Repairs	2020	VLDB	4.697534e-05
7,685	Fairly Evaluating and Scoring Items in a Data Set	2020	VLDB	4.6788921e-05
7,851	Consistent Range Approximation for Fair Predictive Modeling	2023	VLDB	4.6353072e-05
8,055	iFlipper: Label Flipping for Individual Fairness	2023	SIGMOD	4.5947404e-05
8,609	PreFair: Privately Generating Justifiably Fair Synthetic Data	2023	VLDB	4.4853979e-05
8,840	The Cost of Representation by Subset Repairs	2025	VLDB	4.4388652e-05
9,365	Falcon: Fair Active Learning using Multi-armed Bandits	2024	VLDB	4.3502315e-05
9,644	Fair and Actionable Causal Prescription Ruleset	2025	SIGMOD	4.3109001e-05
9,712	Maximizing Fair Content Spread via Edge Suggestion in Social Networks	2022	VLDB	4.299267e-05
10,101	Privacy-preserving and Verifiable Causal Prescriptive Analytics	2026	SIGMOD	4.1945683e-05
10,140	Analyzing Deviations from Monotonic Trends through Database Repair	2026	SIGMOD	4.1945683e-05
10,213	Stress-Testing Causal Claims via Cardinality Repairs	2026	SIGMOD	4.1945683e-05
10,223	On Fair Epsilon Net and Geometric Hitting Set	2026	VLDB	4.1945683e-05
10,427	CausaLens: A System for Summarizing Causal DAGs	2025	SIGMOD	4.1945683e-05
10,581	Causal DAG Summarization	2025	VLDB	4.1945683e-05
10,631	Is Integer Linear Programming All You Need for Deletion Propagation?	2025	VLDB	4.1945683e-05
10,960	FairHash: A Fair and Memory/Time-efficient Hashmap	2024	SIGMOD	4.1945683e-05
11,068	Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of Minorities	2024	VLDB	4.1945683e-05
11,193	Prerequisite-driven Fair Clustering on Heterogeneous Information Networks	2023	SIGMOD	4.1945683e-05
11,476	Enforcing Constraints for Machine Learning Systems via Declarative Feature Selection: An Experimental Study	2021	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
2,810	Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query)	2018	SIGMOD	8.0810163e-05

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4,018	Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching	2023	VLDB	6.5244015e-05
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7,046	Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification	2022	SIGMOD	4.8525913e-05
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