Causes for Query Answers from Databases: Datalog Abduction, View-Updates, and Integrity Constraints
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Abstract (arXiv)
Causality has been recently introduced in databases, to model, characterize, and possibly compute causes for query answers. Connections between QA-causality and consistency-based diagnosis and database repairs (wrt. integrity constraint violations) have already been established. In this work we establish precise connections between QA-causality and both abductive diagnosis and the view-update problem in databases, allowing us to obtain new algorithmic and complexity results for QA-causality. We also obtain new results on the complexity of view-conditioned causality, and investigate the notion of QA-causality in the presence of integrity constraints, obtaining complexity results from a connection with view-conditioned causality. The abduction connection under integrity constraints allows us to obtain algorithmic tools for QA-causality.
Key facts. Cited by 8 papers in the map (data through 14 Oct 2026). First posted on arXiv 6 Nov 2016.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 2; 2024: 0; 2025: 4; 2026: 1.
8 papers.
- 2025Explaining k-Nearest Neighbors: Abductive and Counterfactual Explanationscited by 10
- 2023From Database Repairs to Causality in Databases and Beyondcited by 3
- 2021Score-Based Explanations in Data Management and Machine Learning: An Answer-Set Programming Approach to Counterfactual Analysiscited by 2
- 2023Attribution-Scores and Causal Counterfactuals as Explanations in Artificial Intelligencecited by 2
- 2025The Causal-Effect Score in Data Managementcited by 1
- 2025Causality-Based Scores Alignment in Explainable Data Managementcited by 1
- 2025Sufficient Explanations in Databases and their Connections to Database Repairscited by 1
- 2026Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanationscited by 0
- 2026Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanations9 May 2026
- 2025Sufficient Explanations in Databases and their Connections to Database Repairs19 Nov 2025
- 2025Causality-Based Scores Alignment in Explainable Data Management18 Mar 2025
- 2025The Causal-Effect Score in Data Management4 Feb 2025
- 2025Explaining k-Nearest Neighbors: Abductive and Counterfactual Explanations10 Jan 2025
- 2023From Database Repairs to Causality in Databases and Beyond15 Jun 2023
- 2023Attribution-Scores and Causal Counterfactuals as Explanations in Artificial Intelligence6 Mar 2023
- 2021Score-Based Explanations in Data Management and Machine Learning: An Answer-Set Programming Approach to Counterfactual Analysis19 Jun 2021