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)

Paper ID: 6077
Venue: SIGMOD
Year: 2021
Pagerank: 4.6931274e-05
Overall Rank: 7,607 | 47.14%
DOI: 10.1145/3448016.3452795

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,948	DataPrism: Exposing Disconnect between Data and Systems	2022	SIGMOD	4.8865863e-05
7,927	CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning	2021	SIGMOD	4.6100307e-05
8,470	Rapidash: Efficient Detection of Constraint Violations	2024	VLDB	4.4993203e-05
8,739	CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning	2024	SIGMOD	4.4520434e-05
9,560	MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data	2024	VLDB	4.3212967e-05
10,019	Guardrail: Automated Integrity Constraint Synthesis From Noisy Data	2026	SIGMOD	4.1905499e-05
10,152	Data-Semantics-Aware Recommendation of Diverse Pivot Tables	2026	SIGMOD	4.1905499e-05
10,488	Data Enhancement for Binary Classification of Relational Data	2025	SIGMOD	4.1905499e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
224	CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies	2004	SIGMOD	0.00032743209
556	Discovering Denial Constraints	2013	VLDB	0.00020214701
1,047	Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms	2015	VLDB	0.00014442219
2,082	Efficient Discovery of Approximate Dependencies	2018	VLDB	9.5875364e-05
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
2,484	Discovery of Approximate (and Exact) Denial Constraints	2020	VLDB	8.6737275e-05
3,303	SCODED: Statistical Constraint Oriented Data Error Detection	2020	SIGMOD	7.2438671e-05
3,448	Approximate Denial Constraints	2020	VLDB	7.081095e-05
3,691	Detecting Change in Data Streams	2004	VLDB	6.8345284e-05
4,113	Learning to Validate the Predictions of Black Box Classifiers on Unseen Data	2020	SIGMOD	6.4326771e-05
4,129	A Statistical Perspective on Discovering Functional Dependencies in Noisy Data	2020	SIGMOD	6.4208557e-05
5,203	Pattern Functional Dependencies for Data Cleaning	2020	VLDB	5.628087e-05
6,722	A Framework for Diagnosing Changes in Evolving Data Streams	2003	SIGMOD	4.9455949e-05
9,697	ExTuNe: Explaining Tuple Non-conformance	2020	SIGMOD	4.2981069e-05

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