On Shapley Value in Data Assemblage Under Independent Utility
Summary: Independent-utility decomposition for data assemblage in data marketplaces enables tractable, exact Shapley value computation across many data owners. Identifies properties of independent utility and delivers fast exact Shapley algorithms; experiments on benchmarks show order-of-magnitude speedups with guaranteed exactness. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Xuan Luo (Simon Fraser University)
- 2. Jian Pei (Duke University; Simon Fraser University)
- 3. Zicun Cong (Simon Fraser University)
- 4. Cheng Xu (Simon Fraser University)
BibTeX Citation
@article{luo_vldb22,
title = {{On Shapley Value in Data Assemblage Under Independent Utility}},
author = {Luo, Xuan and Pei, Jian and Cong, Zicun and Xu, Cheng},
journal = {PVLDB},
series = {{VLDB} '22},
volume = {15},
number = {11},
pages = {2761--2773},
doi = {10.14778/3551793.3551829},
url = {https://doi.org/10.14778/3551793.3551829},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,441 | Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games | 2024 | SIGMOD | 6.2184806e-05 |
| 6,145 | Equitable Data Valuation Meets the Right to Be Forgotten in Model Markets | 2023 | VLDB | 5.9604471e-05 |
| 6,783 | Counterfactual Explanation of Shapley Value in Data Coalitions | 2024 | VLDB | 5.7758194e-05 |
| 7,102 | Data and AI Model Markets: Opportunities for Data and Model Sharing, Discovery, and Integration | 2023 | VLDB | 5.7030531e-05 |
| 8,045 | Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation | 2024 | VLDB | 5.5008615e-05 |
| 9,541 | Shapley Value Estimation Based on Differential Matrix | 2025 | SIGMOD | 5.2528121e-05 |
| 10,198 | ASSS: Adaptive Stratified Sampling for Shapley-like Values | 2026 | SIGMOD | 5.093636e-05 |
| 10,796 | Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data | 2025 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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