Causal Feature Selection for Algorithmic Fairness
Summary: Causal feature selection for fairness in data integration under a causal fairness framework, no predefined SCM required. Uses conditional independence tests over feature subsets, accelerated by group testing, with formal correctness and real-data evaluation. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,853 | Consistent Range Approximation for Fair Predictive Modeling | 2023 | VLDB | 4.6308623e-05 |
| 9,328 | FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data | 2023 | SIGMOD | 4.351469e-05 |
| 9,644 | Fair and Actionable Causal Prescription Ruleset | 2025 | SIGMOD | 4.3067693e-05 |
| 9,711 | Maximizing Fair Content Spread via Edge Suggestion in Social Networks | 2022 | VLDB | 4.2951473e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 758 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00017053915 |
| 901 | To Join or Not to Join? Thinking Twice about Joins before Feature Selection | 2016 | SIGMOD | 0.00015462938 |
| 1,037 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014514825 |
| 2,737 | Open Data Integration | 2018 | VLDB | 8.2053894e-05 |
| 4,761 | Automated Feature Engineering for Algorithmic Fairness | 2021 | VLDB | 5.9341687e-05 |
| 7,270 | Feature Selection in Enterprise Analytics: A Demonstration using an R-based Data Analytics System | 2013 | VLDB | 4.776491e-05 |
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