OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport
Summary: OTClean repairs datasets to enforce conditional independence (CI) constraints for fair/trustworthy ML, using optimal transport as the distortion metric. Formulates CI repair as a QCLP, then scales it via Sinkhorn-style regularized optimization for high-dimensional data while preserving utility. (summarized by gpt-5.4-mini on May 24 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,644 | Fair and Actionable Causal Prescription Ruleset | 2025 | SIGMOD | 4.3109001e-05 |
| 9,984 | Towards Scalable Visual Data Wrangling via Direct Manipulation | 2026 | CIDR | 4.1945683e-05 |
| 10,101 | Privacy-preserving and Verifiable Causal Prescriptive Analytics | 2026 | SIGMOD | 4.1945683e-05 |
| 10,213 | Stress-Testing Causal Claims via Cardinality Repairs | 2026 | SIGMOD | 4.1945683e-05 |
| 10,395 | User-Centric Property Graph Repairs | 2025 | SIGMOD | 4.1945683e-05 |
| 10,581 | Causal DAG Summarization | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 1,041 | Interventional Fairness : Causal Database Repair for Algorithmic Fairness | 2019 | SIGMOD | 0.00014482047 |
| 1,894 | Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning | 2020 | VLDB | 0.0001018378 |
| 2,018 | Statistical Distortion: Consequences of Data Cleaning | 2012 | VLDB | 9.7764643e-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 |
| 7,046 | Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | 2022 | SIGMOD | 4.8525913e-05 |
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