What If: Causal Analysis with Graph Databases

Summary: Embeds DAGs and structural eqns as first-class constructs in property-graph DBs, adding causality-aware query semantics to declaratively express interventions and counterfactuals. Prototype shows scalable causal queries and DAG manipulation. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14020
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,715 | 25.46%
DOI: 10.14778/3749646.3749671

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No non-self incoming citations found for this paper in this database.

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Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,845	Versatile Property Graph Transformations	2025	VLDB	4.1945683e-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
48	Data Integration: A Theoretical Perspective	2002	PODS	0.00069720859
95	Maintaining Views Incrementally	1993	SIGMOD	0.00050896659
1,119	The Complexity of Causality and Responsibility for Query Answers and non-Answers	2011	VLDB	0.0001386199
1,449	Causal Relational Learning	2020	SIGMOD	0.0001193267
1,785	PG-Schema: Schemas for Property Graphs	2023	SIGMOD	0.00010560236
2,505	Graph Pattern Matching in GQL and SQL/PGQ	2022	SIGMOD	8.634551e-05
3,306	PG-Keys: Keys for Property Graphs	2021	SIGMOD	7.2437997e-05
5,607	HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach	2022	SIGMOD	5.4137872e-05
5,659	Implementation Strategies for Views over Property Graphs	2024	SIGMOD	5.3847762e-05
6,449	Causal Data Integration	2023	VLDB	5.0587746e-05
7,172	Summarized Causal Explanations For Aggregate Views	2024	SIGMOD	4.8114797e-05
8,420	ZaliQL: Causal Inference from Observational Data at Scale	2017	VLDB	4.5173249e-05
9,037	Transforming Property Graphs	2024	VLDB	4.4039656e-05
9,153	PG-Triggers: Triggers for Property Graphs	2024	SIGMOD	4.3849295e-05

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