Causal Data Integration

Summary: Defines Causal Data Integration (CDI): mining missing attributes from external sources and auto-building causal DAGs to enable causal inference over partial datasets. Gives a system architecture, key challenges and algorithms, and preliminary experiments demonstrating feasibility for recovering missing covariates and correcting mis-specified variable selection. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13110
Venue: VLDB
Year: 2023
Pagerank: 5.0587746e-05
Overall Rank: 6,449 | 55.14%
DOI: 10.14778/3603581.3603602

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,077	The Fast and the Private: Task-based Dataset Search	2024	CIDR	5.2229324e-05
7,172	Summarized Causal Explanations For Aggregate Views	2024	SIGMOD	4.8114797e-05
9,644	Fair and Actionable Causal Prescription Ruleset	2025	SIGMOD	4.3109001e-05
9,871	From Logs to Causal Inference: Diagnosing Large Systems	2025	VLDB	4.2667743e-05
10,101	Privacy-preserving and Verifiable Causal Prescriptive Analytics	2026	SIGMOD	4.1945683e-05
10,147	Causal Explanations for Disparate Trends: Where and Why?	2026	SIGMOD	4.1945683e-05
10,581	Causal DAG Summarization	2025	VLDB	4.1945683e-05
10,715	What If: Causal Analysis with Graph Databases	2025	VLDB	4.1945683e-05
10,725	Suna: Scalable Causal Confounder Discovery over Relational Data	2025	VLDB	4.1945683e-05
10,954	Counterfactual Explanation at Will, with Zero Privacy Leakage	2024	SIGMOD	4.1945683e-05
11,054	Enriching Relations with Additional Attributes for ER	2024	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
435	Efficient Aggregation for Graph Summarization	2008	SIGMOD	0.00023260172
1,178	Table Union Search on Open Data	2018	VLDB	0.00013468118
1,187	JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes	2019	SIGMOD	0.00013443639
1,449	Causal Relational Learning	2020	SIGMOD	0.0001193267
1,627	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011086905
1,644	Finding Related Tables in Data Lakes for Interactive Data Science	2020	SIGMOD	0.00011041787
1,751	Auctus: A Dataset Search Engine for Data Discovery and Augmentation	2021	VLDB	0.00010683295
2,810	Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query)	2018	SIGMOD	8.0810163e-05
3,824	Correlation Sketches for Approximate Join-Correlation Queries	2021	SIGMOD	6.7260705e-05
5,041	KBPearl: A Knowledge Base Population System Supported by Joint Entity and Relation Linking	2020	VLDB	5.741618e-05
5,607	HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach	2022	SIGMOD	5.4137872e-05
6,329	Utility-Driven Graph Summarization	2019	VLDB	5.1077685e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,427	CausaLens: A System for Summarizing Causal DAGs	2025	SIGMOD	4.1945683e-05
1,623	Scalable Techniques for Mining Causal Structures	1998	VLDB	0.00011102927
13,288	Demonstration of Inferring Causality from Relational Databases with CaRL	2020	VLDB	-
855	Integrating Conflicting Data: The Role of Source Dependence	2009	VLDB	0.00015906735
6,565	Toward Interpretable and Actionable Data Analysis with Explanations and Causality	2022	VLDB	5.0081626e-05
9,871	From Logs to Causal Inference: Diagnosing Large Systems	2025	VLDB	4.2667743e-05
1,449	Causal Relational Learning	2020	SIGMOD	0.0001193267
371	A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration	2012	VLDB	0.00025389696
10,581	Causal DAG Summarization	2025	VLDB	4.1945683e-05
10,715	What If: Causal Analysis with Graph Databases	2025	VLDB	4.1945683e-05