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Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data

Summary: Shapley value approximations for tabular data: empirical eval. Evaluates 8 replacement and 17 estimation strategies across 200 datasets; model-based methods beat model-agnostic ones in accuracy and speed, while sampling-based approaches miss interactions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7368
Venue
SIGMOD
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,796 | 25.93%
DOI
10.1145/3725420

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Authors

BibTeX Citation

@inproceedings{gupte_sigmod25,
        title = {{Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data}},
        author = {Gupte, Suchit and Paparrizos, John},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725420},
        url = {https://dl.acm.org/doi/10.1145/3725420},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

Showing 33 of 33 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,579 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00010305183
1,805 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.7116108e-05
1,951 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 9.4252389e-05
2,004 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.3207067e-05
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
2,424 Computing the Shapley Value of Facts in Query Answering 2022 SIGMOD 8.6009068e-05
3,000 Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 2021 SIGMOD 7.8677069e-05
3,190 Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence 2021 SIGMOD 7.6532441e-05
3,447 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 7.4085215e-05
3,918 From Shapley Value to Model Counting and Back 2024 PODS 7.0181891e-05
3,987 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.9722766e-05
4,234 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.8171563e-05
4,604 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 6.6104585e-05
5,382 Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases 2024 PODS 6.237788e-05
5,441 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.2184806e-05
5,510 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 6.1919207e-05
5,622 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.1461066e-05
5,657 When is Shapley Value Computation a Matter of Counting? 2024 PODS 6.1313425e-05
6,061 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.9910733e-05
6,145 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.9604471e-05
6,272 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 5.9319813e-05
6,551 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 5.8429222e-05
6,783 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 5.7758194e-05
7,192 Generating Interpretable Data-Based Explanations for Fairness Debugging using Gopher 2022 SIGMOD 5.6772818e-05
8,000 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.5092344e-05
9,448 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 5.2665425e-05
9,477 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 5.2634238e-05
9,733 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 5.227679e-05
10,747 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 5.093636e-05
11,300 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 5.093636e-05
11,435 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 5.093636e-05
13,315 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
13,463 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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