Constraint-based Explanation and Repair of Filter-based Transformations
Summary: Emeril interactively synthesizes filter transformations from constraints on code and output data, explaining violations to support bias-aware dataset construction. It finds valid repairs 34% more often and 77% faster than prior state of the art. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Dolan Antenucci (University of Michigan)
- 2. Michael Cafarella (University of Michigan)
BibTeX Citation
@article{antenucci_vldb18,
title = {{Constraint-based Explanation and Repair of Filter-based Transformations}},
author = {Antenucci, Dolan and Cafarella, Michael},
journal = {PVLDB},
series = {{VLDB} '18},
volume = {11},
number = {9},
pages = {947--960},
doi = {10.14778/3213880.3213886},
url = {https://doi.org/10.14778/3213880.3213886},
year = {2018}
}
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 89 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00035129658 |
| 391 | Why Not? | 2009 | SIGMOD | 0.00019238698 |
| 622 | On the Provenance of Non-Answers to Queries over Extracted Data | 2008 | VLDB | 0.00015484312 |
| 791 | How to ConQueR Why-Not Questions | 2010 | SIGMOD | 0.00013976192 |
| 861 | SnipSuggest: Context-Aware Autocompletion for SQL | 2011 | VLDB | 0.00013402933 |
| 1,051 | Tiresias: The Database Oracle for How-To Queries | 2012 | SIGMOD | 0.00012279821 |
| 1,115 | Foofah: Transforming Data By Example | 2017 | SIGMOD | 0.00011964111 |
| 2,949 | Reverse Data Management | 2011 | VLDB | 7.821181e-05 |
| 7,758 | Senbazuru: A Prototype Spreadsheet Database Management System | 2013 | VLDB | 5.4581929e-05 |
| 12,297 | A Declarative Query Processing System for Nowcasting | 2017 | VLDB | 4.9793485e-05 |
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