OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning

Summary: Declarative, model-agnostic OmniFair for enforcing group fairness in ML; supports statistical parity, equalized odds, and predictive parity via a single interface. Provably monotone trade-off between accuracy and fairness enables efficient optimization across multiple constraints, model-agnostic to training methods, delivering strong accuracy with fast runtimes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6068
Venue: SIGMOD
Year: 2021
Pagerank: 5.8198727e-05
Overall Rank: 4,935 | 65.67%
DOI: 10.1145/3448016.3452787

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
7,046	Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification	2022	SIGMOD	4.8525913e-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
9,365	Falcon: Fair Active Learning using Multi-armed Bandits	2024	VLDB	4.3502315e-05
9,712	Maximizing Fair Content Spread via Edge Suggestion in Social Networks	2022	VLDB	4.299267e-05
10,478	Data Enhancement for Binary Classification of Relational Data	2025	SIGMOD	4.1945683e-05
11,193	Prerequisite-driven Fair Clustering on Heterogeneous Information Networks	2023	SIGMOD	4.1945683e-05
11,218	Equitable Top-k Results for Long Tail Data	2023	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
254	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00030540555
791	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016629664
1,041	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00014482047
1,420	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00012057956
1,666	HELIX: Holistic Optimization for Accelerating Iterative Machine Learning	2019	VLDB	0.0001096361
2,886	VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale	2020	SIGMOD	7.9612767e-05
4,471	GOGGLES: Automatic Image Labeling with Affinity Coding	2020	SIGMOD	6.1555681e-05
8,000	Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics	2019	VLDB	4.6092803e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
7,000	Generating Interpretable Data-Based Explanations for Fairness Debugging using Gopher	2022	SIGMOD	4.8676312e-05
4,018	Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching	2023	VLDB	6.5244015e-05
7,851	Consistent Range Approximation for Fair Predictive Modeling	2023	VLDB	4.6353072e-05
9,365	Falcon: Fair Active Learning using Multi-armed Bandits	2024	VLDB	4.3502315e-05
7,046	Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification	2022	SIGMOD	4.8525913e-05
1,041	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00014482047
13,101	Interactive Fairness Auditing: Leveraging AVOIR for Dynamic Evaluation and Mitigation	2025	SIGMOD	-
13,256	DENOUNCER: Detection of Unfairness in Classifiers	2021	VLDB	-
7,602	Causal Feature Selection for Algorithmic Fairness	2022	SIGMOD	4.6988081e-05
4,769	Automated Feature Engineering for Algorithmic Fairness	2021	VLDB	5.934329e-05