ZaliQL: Causal Inference from Observational Data at Scale
Summary: SQL-based causal inference in PostgreSQL enables in-database analysis of observational data at scale. Supports state-of-the-art causal methods and ships with a GUI for live, in-database exploration of treatment effects (e.g., weather impacts on flight delays). (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Babak Salimi
- 2. Corey Cole
- 3. Dan R. K. Ports
- 4. Dan Suciu
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,321 | XInsight: eXplainable Data Analysis Through The Lens of Causality | 2023 | SIGMOD | 5.5676564e-05 |
| 7,262 | HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries | 2018 | VLDB | 4.7811818e-05 |
| 10,722 | What If: Causal Analysis with Graph Databases | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 598 | Computing Iceberg Queries Efficiently | 1998 | VLDB | 0.00019431661 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 992 | Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System | 2017 | VLDB | 0.00014795333 |
| 10,437 | CausaLens: A System for Summarizing Causal DAGs | 2025 | SIGMOD | 4.1905499e-05 |
| 2,400 | Causality and Explanations in Databases | 2014 | VLDB | 8.884178e-05 |
| 10,101 | Privacy-preserving and Verifiable Causal Prescriptive Analytics | 2026 | SIGMOD | 4.1905499e-05 |
| 10,722 | What If: Causal Analysis with Graph Databases | 2025 | VLDB | 4.1905499e-05 |
| 7,172 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 4.8068645e-05 |
| 6,445 | Causal Data Integration | 2023 | VLDB | 5.0539192e-05 |
| 4,655 | ExplainIt! - A Declarative Root-cause Analysis Engine for Time Series Data | 2019 | SIGMOD | 6.0126689e-05 |
| 1,454 | Causal Relational Learning | 2020 | SIGMOD | 0.00011921443 |
| 13,301 | Demonstration of Inferring Causality from Relational Databases with CaRL | 2020 | VLDB | - |