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T-REx: Table Repair Explanations

Summary: T-REx delivers Shapley-value explanations for data repair, agnostic to the repair algorithm (black-box). For a chosen cell, it ranks constraints and affected cells by attribution, enabling targeted modification of the most influential factors. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5873
Venue
SIGMOD
Year
2020
Pagerank
4.1945683e-05
Overall Rank
11,584 | 19.42%
DOI
10.1145/3318464.3384700

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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
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
555 Discovering Denial Constraints 2013 VLDB 0.00020254908
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