Interventional fairness: Causal database repair for algorithmic fairness B Salimi, L Rodriguez, B Howe, D Suciu Proceedings of the 2019 International Conference on Management of Data, 793-810, 2019 | 192 | 2019 |
Explaining black-box algorithms using probabilistic contrastive counterfactuals S Galhotra, R Pradhan, B Salimi Proceedings of the 2021 International Conference on Management of Data, 577-590, 2021 | 98 | 2021 |
Bias in OLAP queries: Detection, explanation, and removal B Salimi, J Gehrke, D Suciu Proceedings of the 2018 International Conference on Management of Data, 1021 …, 2018 | 59 | 2018 |
Interpretable data-based explanations for fairness debugging R Pradhan, J Zhu, B Glavic, B Salimi Proceedings of the 2022 International Conference on Management of Data, 247-261, 2022 | 46 | 2022 |
Quantifying Causal Effects on Query Answering in Databases. B Salimi, LE Bertossi, D Suciu, G Van den Broeck TaPP, 2016 | 42 | 2016 |
Database repair meets algorithmic fairness B Salimi, B Howe, D Suciu ACM SIGMOD Record 49 (1), 34-41, 2020 | 41 | 2020 |
Causal relational learning B Salimi, H Parikh, M Kayali, L Getoor, S Roy, D Suciu Proceedings of the 2020 ACM SIGMOD international conference on management of …, 2020 | 41 | 2020 |
Causes for query answers from databases: Datalog abduction, view-updates, and integrity constraints L Bertossi, B Salimi International Journal of Approximate Reasoning 90, 226-252, 2017 | 37 | 2017 |
From causes for database queries to repairs and model-based diagnosis and back L Bertossi, B Salimi Theory of Computing Systems 61, 191-232, 2017 | 36 | 2017 |
Capuchin: Causal database repair for algorithmic fairness B Salimi, L Rodriguez, B Howe, D Suciu arXiv preprint arXiv:1902.08283, 2019 | 24 | 2019 |
Through the data management lens: Experimental analysis and evaluation of fair classification MT Islam, A Fariha, A Meliou, B Salimi Proceedings of the 2022 International Conference on Management of Data, 232-246, 2022 | 21 | 2022 |
Data management for causal algorithmic fairness B Salimi, B Howe, D Suciu arXiv preprint arXiv:1908.07924, 2019 | 21 | 2019 |
HypDB: a demonstration of detecting, explaining and resolving bias in OLAP queries B Salimi, C Cole, P Li, J Gehrke, D Suciu Proceedings of the VLDB Endowment 11 (12), 2062-2065, 2018 | 20 | 2018 |
From causes for database queries to repairs and model-based diagnosis and back B Salimi, L Bertossi arXiv preprint arXiv:1412.4311, 2015 | 20 | 2015 |
Explainable AI: Foundations, Applications, Opportunities for Data Management Research R Pradhan, A Lahiri, S Galhotra, B Salimi Proceedings of the 2022 International Conference on Management of Data, 2452 …, 2022 | 16 | 2022 |
Hyper: Hypothetical reasoning with what-if and how-to queries using a probabilistic causal approach S Galhotra, A Gilad, S Roy, B Salimi Proceedings of the 2022 International Conference on Management of Data, 1598 …, 2022 | 12 | 2022 |
Mining approximate acyclic schemes from relations B Kenig, P Mundra, G Prasaad, B Salimi, D Suciu Proceedings of the 2020 ACM SIGMOD International Conference on Management of …, 2020 | 12 | 2020 |
Query-answer causality in databases: abductive diagnosis and view-updates B Salimi, L Bertossi arXiv preprint arXiv:1506.04299, 2015 | 12* | 2015 |
Causal Data Integration B Youngmann, M Cafarella, B Salimi, A Zeng arXiv preprint arXiv:2305.08741, 2023 | 10 | 2023 |
Zaliql: causal inference from observational data at scale B Salimi, C Cole, DRK Ports, D Suciu Proceedings of the VLDB Endowment 10 (12), 1957-1960, 2017 | 10* | 2017 |