Database Paper Browser

Back to papers

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
7306
Venue
SIGMOD
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,524 | 26.79%
DOI
10.1145/3725420

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
9,599 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 4.3177432e-05
10,466 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1945683e-05
13,110 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
Previous Page 1 / 1 Next

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
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
1,867 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 0.00010272055
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
2,613 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4503824e-05
2,868 Computing the Shapley Value of Facts in Query Answering 2022 SIGMOD 7.9816425e-05
2,923 Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 2021 SIGMOD 7.8953538e-05
3,162 Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence 2021 SIGMOD 7.4589576e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
4,059 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4854417e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
4,591 From Shapley Value to Model Counting and Back 2024 PODS 6.0619399e-05
4,853 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8760276e-05
5,959 Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases 2024 PODS 5.2562342e-05
5,976 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.245976e-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
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1349507e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1161316e-05
6,367 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0941072e-05
6,723 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 4.9490816e-05
7,000 Generating Interpretable Data-Based Explanations for Fairness Debugging using Gopher 2022 SIGMOD 4.8676312e-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
8,088 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5897316e-05
9,294 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.3608061e-05
9,329 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 4.3556432e-05
9,599 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 4.3177432e-05
10,466 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1945683e-05
11,094 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1945683e-05
11,235 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1945683e-05
13,110 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
13,261 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
1,099 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014096312
10,392 Shapley Value Estimation Based on Differential Matrix 2025 SIGMOD 4.1945683e-05
8,862 TabEE: Tabular Embeddings Explanations 2024 SIGMOD 4.4331977e-05
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1349507e-05
7,380 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 4.746272e-05
13,119 ShaRP: Explaining Rankings and Preferences with Shapley Values 2025 VLDB -
7,932 P-Shapley: Shapley Values on Probabilistic Classifiers 2024 VLDB 4.613363e-05
1,298 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012758104
10,655 A Comprehensive Study of Shapley Value in Data Analytics 2025 VLDB 4.1945683e-05
13,110 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -