Consistent Range Approximation for Fair Predictive Modeling
Summary: Frames fairness certification as consistent range approximation (CRA) of fairness queries, leveraging query-answering methods for incomplete/inconsistent databases plus explicit data-collection bias models. CRA derives provable target-population ranges from biased data (optionally using limited population stats) to train models certifiably fair without external data, empirically improving over prior methods. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jiongli Zhu
- 2. Sainyam Galhotra
- 3. Nazanin Sabri
- 4. Babak Salimi
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,871 | From Logs to Causal Inference: Diagnosing Large Systems | 2025 | VLDB | 4.2667743e-05 |
| 9,928 | Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search | 2024 | VLDB | 4.2511622e-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 |
| 10,341 | A Theoretical Framework for Distribution-Aware Dataset Search | 2025 | PODS | 4.1945683e-05 |
| 10,581 | Causal DAG Summarization | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,041 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014482047 |
| 2,259 | MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness | 2020 | SIGMOD | 9.167331e-05 |
| 4,375 | Sample Debiasing in the Themis Open World Database System | 2020 | SIGMOD | 6.2427076e-05 |
| 4,935 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8198727e-05 |
| 6,233 | Mosaic: A Sample-Based Database System for Open World Query Processing | 2020 | CIDR | 5.1451876e-05 |
| 7,046 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 4.8525913e-05 |
| 7,602 | Causal Feature Selection for Algorithmic Fairness | 2022 | SIGMOD | 4.6988081e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,739 | Benchmarking Approximate Consistent Query Answering | 2021 | PODS | 4.9449088e-05 |
| 4,935 | OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning | 2021 | SIGMOD | 5.8198727e-05 |
| 7,490 | Models and Mechanisms for Spatial Data Fairness | 2023 | VLDB | 4.7180617e-05 |
| 9,351 | On Efficient Approximate Queries over Machine Learning Models | 2023 | VLDB | 4.3524472e-05 |
| 1,597 | Designing Fair Ranking Schemes | 2019 | SIGMOD | 0.00011209846 |
| 7,046 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 4.8525913e-05 |
| 5,409 | Operationalizing Individual Fairness with Pairwise Fair Representations | 2020 | VLDB | 5.5236357e-05 |
| 9,644 | Fair and Actionable Causal Prescription Ruleset | 2025 | SIGMOD | 4.3109001e-05 |
| 7,602 | Causal Feature Selection for Algorithmic Fairness | 2022 | SIGMOD | 4.6988081e-05 |
| 1,041 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014482047 |