Counterfactual Explanation of Shapley Value in Data Coalitions
Summary: Defines counterfactual explanations for Shapley value: the minimal subset transfer from owner A to B that reverses their Shapley ranking; proves existence and NP-hardness. Proposes SV-Exp—heuristics using differential Shapley, per-entry power, and greedy shifting—to cheaply approximate counterfactuals with empirical speedups. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Michelle Si
- 2. Jian Pei
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,524 | Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data | 2025 | SIGMOD | 4.1945683e-05 |
| 10,655 | A Comprehensive Study of Shapley Value in Data Analytics | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,660 | Data Markets in the Cloud: An Opportunity for the Database Community | 2011 | VLDB | 0.00010979534 |
| 1,891 | Towards Model-based Pricing for Machine Learning in a Data Marketplace | 2019 | SIGMOD | 0.00010194092 |
| 2,359 | Data Market Platforms: Trading Data Assets to Solve Data Problems | 2020 | VLDB | 8.9607667e-05 |
| 2,868 | Computing the Shapley Value of Facts in Query Answering | 2022 | SIGMOD | 7.9816425e-05 |
| 6,262 | Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games | 2024 | SIGMOD | 5.1349507e-05 |
| 6,723 | On Shapley Value in Data Assemblage Under Independent Utility | 2022 | VLDB | 4.9490816e-05 |
| 7,044 | A Demonstration of Sterling: A Privacy-Preserving Data Marketplace | 2018 | VLDB | 4.8529797e-05 |
| 11,500 | Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test | 2021 | VLDB | 4.1945683e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,477 | How to Price Shared Optimizations in the Cloud | 2012 | VLDB | 6.1509882e-05 |
| 3,027 | The Impact of Negation on the Complexity of the Shapley Value in Conjunctive Queries | 2020 | PODS | 7.6842412e-05 |
| 6,263 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.1349507e-05 |
| 2,868 | Computing the Shapley Value of Facts in Query Answering | 2022 | SIGMOD | 7.9816425e-05 |
| 1,298 | Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms | 2019 | VLDB | 0.00012758104 |
| 7,380 | Efficient Sampling Approaches to Shapley Value Approximation | 2023 | SIGMOD | 4.746272e-05 |
| 10,392 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 4.1945683e-05 |
| 6,262 | Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games | 2024 | SIGMOD | 5.1349507e-05 |
| 6,723 | On Shapley Value in Data Assemblage Under Independent Utility | 2022 | VLDB | 4.9490816e-05 |
| 10,655 | A Comprehensive Study of Shapley Value in Data Analytics | 2025 | VLDB | 4.1945683e-05 |