Privacy-preserving and Verifiable Causal Prescriptive Analytics

Summary: zkCLEAR: a ZKP-based causal inference framework proving prescriptive recommendations without revealing data or models, enabling verifiable, privacy-preserving prescriptive analytics. Designs ZKP-friendly causal operators and workflow decomposition, yielding major efficiency gains (up to 35.1× faster proofs, 214.5× smaller proofs) over general-purpose ZKP systems. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7412
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,101 | 29.80%
DOI: 10.1145/3769815

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
943	A Formal Approach to Finding Explanations for Database Queries	2014	SIGMOD	0.00015140995
1,037	Interventional Fairness : Causal Database Repair for Algorithmic Fairness	2019	SIGMOD	0.00014514825
1,099	Privacy Preserving Vertical Federated Learning for Tree-based Models	2020	VLDB	0.00014063542
1,119	The Complexity of Causality and Responsibility for Query Answers and non-Answers	2011	VLDB	0.00013851012
1,454	Causal Relational Learning	2020	SIGMOD	0.00011921443
2,925	Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals	2021	SIGMOD	7.8877522e-05
4,844	Data is Dead… Without What-If Models	2011	VLDB	5.8757301e-05
5,321	XInsight: eXplainable Data Analysis Through The Lens of Causality	2023	SIGMOD	5.5676564e-05
5,617	HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach	2022	SIGMOD	5.4085897e-05
6,256	ZKSQL: Verifiable and Efficient Query Evaluation with Zero-Knowledge Proofs	2023	VLDB	5.1317554e-05
6,445	Causal Data Integration	2023	VLDB	5.0539192e-05
7,172	Summarized Causal Explanations For Aggregate Views	2024	SIGMOD	4.8068645e-05
7,441	Continual Observation of Joins under Differential Privacy	2024	SIGMOD	4.7251588e-05
7,449	OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport	2024	SIGMOD	4.7224022e-05
8,453	Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs	2024	VLDB	4.5022073e-05
9,642	PoneglyphDB: Efficient Non-interactive Zero-Knowledge Proofs for Arbitrary SQL-Query Verification	2025	SIGMOD	4.3067693e-05
9,644	Fair and Actionable Causal Prescription Ruleset	2025	SIGMOD	4.3067693e-05
9,653	Secure Sampling for Approximate Multi-party Query Processing	2023	SIGMOD	4.3067693e-05
9,655	TransNet: Training Privacy-Preserving Neural Network over Transformed Layer	2020	VLDB	4.3067693e-05

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1,454	Causal Relational Learning	2020	SIGMOD	0.00011921443
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83	Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis	2009	SIGMOD	0.00053910987
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