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Computing the Shapley Value of Facts in Query Answering

Summary: Two methods to compute Shapley values for relational queries, via probabilistic query evaluation. Exact Shapley via Boolean provenance and Knowledge Compilation; a faster CNF-based heuristic is proposed; experiments on TPC-H/IMDB confirm practicality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6364
Venue
SIGMOD
Year
2022
Pagerank
7.9816425e-05
Overall Rank
2,868 | 80.05%
DOI
10.1145/3514221.3517912

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Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
4,591 From Shapley Value to Model Counting and Back 2024 PODS 6.0619399e-05
5,916 Banzhaf Values for Facts in Query Answering 2024 SIGMOD 5.273953e-05
5,959 Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases 2024 PODS 5.2562342e-05
6,055 When is Shapley Value Computation a Matter of Counting? 2024 PODS 5.2324399e-05
6,262 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 5.1349507e-05
6,429 ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values 2022 SIGMOD 5.0666822e-05
6,723 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 4.9490816e-05
7,321 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 4.7629325e-05
7,380 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 4.746272e-05
7,932 P-Shapley: Shapley Values on Probabilistic Classifiers 2024 VLDB 4.613363e-05
8,665 Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms 2025 VLDB 4.471975e-05
9,640 Shapley Revisited: Tractable Responsibility Measures for Query Answers 2025 PODS 4.3109001e-05
10,010 Tractability Frontiers of the Shapley Value for Aggregate Conjunctive Queries 2026 PODS 4.1945683e-05
10,269 Database Views as Explanations for Relational Deep Learning 2026 VLDB 4.1945683e-05
10,392 Shapley Value Estimation Based on Differential Matrix 2025 SIGMOD 4.1945683e-05
10,524 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1945683e-05
11,123 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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