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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
7307
Venue
SIGMOD
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,533 | 26.80%
DOI
10.1145/3725420

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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 4.3136057e-05
10,476 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1905499e-05
13,124 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
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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
1,510 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011588558
1,869 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 0.00010263235
2,032 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.7320795e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9241557e-05
2,619 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4427442e-05
2,876 Computing the Shapley Value of Facts in Query Answering 2022 SIGMOD 7.9739469e-05
2,925 Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 2021 SIGMOD 7.8877522e-05
3,170 Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence 2021 SIGMOD 7.4517805e-05
3,946 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6036232e-05
4,062 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4792249e-05
4,082 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4601453e-05
4,591 From Shapley Value to Model Counting and Back 2024 PODS 6.056109e-05
4,854 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8707943e-05
5,960 Expected Shapley-Like Scores of Boolean Functions: Complexity and Applications to Probabilistic Databases 2024 PODS 5.251188e-05
5,982 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.2409386e-05
6,058 When is Shapley Value Computation a Matter of Counting? 2024 PODS 5.2274142e-05
6,262 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 5.1300221e-05
6,263 Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets 2023 VLDB 5.1300221e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1112212e-05
6,366 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0892171e-05
6,728 On Shapley Value in Data Assemblage Under Independent Utility 2022 VLDB 4.9443317e-05
6,999 Generating Interpretable Data-Based Explanations for Fairness Debugging using Gopher 2022 SIGMOD 4.8629617e-05
7,319 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 4.7583643e-05
7,380 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 4.7417195e-05
8,090 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5853298e-05
9,299 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.356626e-05
9,334 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 4.351469e-05
9,599 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 4.3136057e-05
10,476 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1905499e-05
11,097 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1905499e-05
11,237 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1905499e-05
13,124 ShapX Engine: A Demonstration of Shapley Value Approximations 2025 SIGMOD -
13,274 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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