Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems
Summary: Conformance constraints: a data-profiling primitive to quantify non-conformance between serving data and training assumptions. Low-variance projections yield strong constraints; linear-in-data, cubic-in-attributes discovery with a quantitative non-conformance score supports trusted ML and drift detection. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Anna Fariha (University of Massachusetts Amherst)
- 2. Ashish Tiwari (Microsoft)
- 3. Arjun Radhakrishna (Microsoft)
- 4. Sumit Gulwani (Microsoft)
- 5. Alexandra Meliou (University of Massachusetts Amherst)
BibTeX Citation
@inproceedings{fariha_sigmod21,
title = {{Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems}},
author = {Fariha, Anna and Tiwari, Ashish and Radhakrishna, Arjun and Gulwani, Sumit and Meliou, Alexandra},
series = {{SIGMOD} '21},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3448016.3452795},
url = {https://dl.acm.org/doi/10.1145/3448016.3452795},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,068 | DataPrism: Exposing Disconnect between Data and Systems | 2022 | SIGMOD | 5.7119157e-05 |
| 7,749 | CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning | 2021 | SIGMOD | 5.5525665e-05 |
| 8,686 | Rapidash: Efficient Detection of Constraint Violations | 2024 | VLDB | 5.3849387e-05 |
| 8,914 | CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning | 2024 | SIGMOD | 5.3483178e-05 |
| 9,699 | MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data | 2024 | VLDB | 5.2351259e-05 |
| 10,317 | Guardrail: Automated Integrity Constraint Synthesis From Noisy Data | 2026 | SIGMOD | 5.093636e-05 |
| 10,441 | Data-Semantics-Aware Recommendation of Diverse Pivot Tables | 2026 | SIGMOD | 5.093636e-05 |
| 10,757 | Data Enhancement for Binary Classification of Relational Data | 2025 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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