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Fair and Actionable Causal Prescription Ruleset

Summary: Fairness-aware causal prescription ruleset for actionable recommendations that improve outcomes without widening disparities between protected and non-protected groups. Uses causal reasoning and efficient optimization to search the rule space under fairness and coverage, with real data validation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7222
Venue
SIGMOD
Year
2025
Pagerank
4.3109001e-05
Overall Rank
9,644 | 32.91%
DOI
10.1145/3725293

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
10,101 Privacy-preserving and Verifiable Causal Prescriptive Analytics 2026 SIGMOD 4.1945683e-05
10,147 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 40 of 40 cited papers.

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

Rank Cited Paper Year Venue Pagerank
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076161096
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
247 On the Computation of Multidimensional Aggregates 1996 VLDB 0.00030927763
460 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022516069
487 Why Not? 2009 SIGMOD 0.00022050218
942 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015155714
1,000 Intelligent Rollups in Multidimensional OLAP Data 2001 VLDB 0.00014709252
1,041 Interventional Fairness : Causal Database Repair for Algorithmic Fairness 2019 SIGMOD 0.00014482047
1,099 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014096312
1,119 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.0001386199
1,404 Responsible Data Management 2020 VLDB 0.00012174977
1,449 Causal Relational Learning 2020 SIGMOD 0.0001193267
1,867 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 0.00010272055
2,402 Causality and Explanations in Databases 2014 VLDB 8.8928361e-05
2,649 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3719123e-05
2,810 Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query) 2018 SIGMOD 8.0810163e-05
3,162 Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence 2021 SIGMOD 7.4589576e-05
3,824 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7260705e-05
5,191 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 5.6378768e-05
5,313 XInsight: eXplainable Data Analysis Through The Lens of Causality 2023 SIGMOD 5.573009e-05
5,418 High-Level Why-Not Explanations using Ontologies 2015 PODS 5.5178123e-05
5,607 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 5.4137872e-05
5,691 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 5.3684557e-05
5,976 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.245976e-05
6,077 The Fast and the Private: Task-based Dataset Search 2024 CIDR 5.2229324e-05
6,160 A Demonstration of Interactive Analysis of Performance Measurements with Viska 2017 SIGMOD 5.1758344e-05
6,449 Causal Data Integration 2023 VLDB 5.0587746e-05
6,467 Tailoring Data Source Distributions for Fairness-aware Data Integration 2021 VLDB 5.0528156e-05
6,565 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.0081626e-05
6,643 Query Refinement for Diversity Constraint Satisfaction 2024 VLDB 4.9786132e-05
7,172 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 4.8114797e-05
7,222 Guided Exploration of Data Summaries 2022 VLDB 4.797186e-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
8,055 iFlipper: Label Flipping for Individual Fairness 2023 SIGMOD 4.5947404e-05
8,388 FEDEX: An Explainability Framework for Data Exploration Steps 2022 VLDB 4.5297787e-05
8,618 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 4.4838259e-05
9,365 Falcon: Fair Active Learning using Multi-armed Bandits 2024 VLDB 4.3502315e-05
9,766 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 4.2856106e-05
11,419 On Detecting Cherry-picked Generalizations 2022 VLDB 4.1945683e-05
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