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Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals


Mar 22, 2021
Sainyam Galhotra, Romila Pradhan, Babak Salimi

* Proceedings of the 2021 International Conference on Management of Data. ACM, 2021 

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Causal Relational Learning


Apr 07, 2020
Babak Salimi, Harsh Parikh, Moe Kayali, Sudeepa Roy, Lise Getoor, Dan Suciu


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Data Management for Causal Algorithmic Fairness


Oct 01, 2019
Babak Salimi, Bill Howe, Dan Suciu

* arXiv admin note: text overlap with arXiv:1902.08283 

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Capuchin: Causal Database Repair for Algorithmic Fairness


Feb 26, 2019
Babak Salimi, Luke Rodriguez, Bill Howe, Dan Suciu


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A Framework for Inferring Causality from Multi-Relational Observational Data using Conditional Independence


Aug 08, 2017
Sudeepa Roy, Babak Salimi


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Causes for Query Answers from Databases: Datalog Abduction, View-Updates, and Integrity Constraints


Jul 31, 2017
Leopoldo Bertossi, Babak Salimi

* To appear in International Journal of Approximate Reasoning. Extended version of "Flairs'16" and "UAI'15 WS on Causality" papers 

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From Causes for Database Queries to Repairs and Model-Based Diagnosis and Back


Oct 23, 2016
Leopoldo Bertossi, Babak Salimi

* To appear in Theory of Computing Systems. By invitation to special issue with extended papers from ICDT 2015 (paper arXiv:1412.4311) 

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ZaliQL: A SQL-Based Framework for Drawing Causal Inference from Big Data


Sep 13, 2016
Babak Salimi, Dan Suciu


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Causes for Query Answers from Databases, Datalog Abduction and View-Updates: The Presence of Integrity Constraints


Feb 20, 2016
Babak Salimi, Leopoldo Bertossi

* To appear in Proceedings Flairs, 2016 

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Query-Answer Causality in Databases: Abductive Diagnosis and View-Updates


Sep 20, 2015
Babak Salimi, Leopoldo Bertossi

* To appear in Proc. UAI Causal Inference Workshop, 2015. One example was fixed 

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