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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)

Paper ID
hddec6736776ddc12
Venue
SIGMOD
Year
2024
Pagerank
5.7717996e-05
Overall Rank
6,480 | 56.44%
DOI
10.1145/3654963

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pirhadi_sigmod24,
        title = {{OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport}},
        author = {Pirhadi, Alireza and Moslemi, Mohammad Hossein and Cloninger, Alexander and Milani, Mostafa and Salimi, Babak},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3654963},
        url = {https://dl.acm.org/doi/10.1145/3654963},
        year = {2024}
}

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9,231 Causal DAG Summarization 2025 VLDB 5.2056825e-05
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10,688 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.9793485e-05
10,991 SubCure: A System for Stress-Testing Causal Conclusions Using Cardinality Repairs 2026 VLDB 4.9793485e-05
11,121 User-Centric Property Graph Repairs 2025 SIGMOD 4.9793485e-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.

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