From Causes for Database Queries to Repairs and Model-Based Diagnosis and Back
Not on the map. Why?
Abstract (arXiv)
In this work we establish and investigate connections between causality for query answers in databases, database repairs wrt. denial constraints, and consistency-based diagnosis. The first two are relatively new problems in databases, and the third one is an established subject in knowledge representation. We show how to obtain database repairs from causes and the other way around. Causality problems are formulated as diagnosis problems, and the diagnoses provide causes and their responsibilities. The vast body of research on database repairs can be applied to the newer problem of determining actual causes for query answers and their responsibilities. These connections, which are interesting per se, allow us, after a transition -inspired by consistency-based diagnosis- to computational problems on hitting sets and vertex covers in hypergraphs, to obtain several new algorithmic and complexity results for causality in databases.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). First posted on arXiv 14 Dec 2014.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2021: 3; 2022: 1; 2023: 3; 2024: 0; 2025: 5; 2026: 1.
13 papers.
Sort:
- 2025Explaining k-Nearest Neighbors: Abductive and Counterfactual Explanationscited by 10
- 2021Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classificationcited by 9
- 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
- 2023Attribution-Scores in Data Management and Explainable Machine Learningcited by 2
- 2025Causal DAG Summarization (Full Version)cited 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
- 2021Reasoning about Counterfactuals and Explanations: Problems, Results and Directionscited by 0
- 2022Answer-Set Programs for Repair Updates and Counterfactual Interventionscited by 0
1 more
- 2026Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanations9 May 2026
- 2025Sufficient Explanations in Databases and their Connections to Database Repairs19 Nov 2025
- 2025Causal DAG Summarization (Full Version)21 Apr 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
- 2023Attribution-Scores in Data Management and Explainable Machine Learning31 Jul 2023
- 2023From Database Repairs to Causality in Databases and Beyond15 Jun 2023
- 2023Attribution-Scores and Causal Counterfactuals as Explanations in Artificial Intelligence6 Mar 2023
- 2022Answer-Set Programs for Repair Updates and Counterfactual Interventions25 Sep 2022
- 2021Reasoning about Counterfactuals and Explanations: Problems, Results and Directions25 Aug 2021
- 2021Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classification21 Jul 2021
- 2025Explaining k-Nearest Neighbors: Abductive and Counterfactual Explanationscited by 10
- 2021Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classificationcited by 9
- 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
- 2023Attribution-Scores in Data Management and Explainable Machine Learningcited by 2
- 2025Causal DAG Summarization (Full Version)cited 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
- 2021Reasoning about Counterfactuals and Explanations: Problems, Results and Directionscited by 0
- 2022Answer-Set Programs for Repair Updates and Counterfactual Interventionscited by 0
12 most cited of 13 All 13 (JSON)
- 2026Reconciling Consistency-Based Diagnosis with Actual-Causality-Based Explanations9 May 2026
- 2025Sufficient Explanations in Databases and their Connections to Database Repairs19 Nov 2025
- 2025Causal DAG Summarization (Full Version)21 Apr 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
- 2023Attribution-Scores in Data Management and Explainable Machine Learning31 Jul 2023
- 2023From Database Repairs to Causality in Databases and Beyond15 Jun 2023
- 2023Attribution-Scores and Causal Counterfactuals as Explanations in Artificial Intelligence6 Mar 2023
- 2022Answer-Set Programs for Repair Updates and Counterfactual Interventions25 Sep 2022
- 2021Reasoning about Counterfactuals and Explanations: Problems, Results and Directions25 Aug 2021
- 2021Answer-Set Programs for Reasoning about Counterfactual Interventions and Responsibility Scores for Classification21 Jul 2021
12 newest of 13 All 13 (JSON)