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Shapley Value Estimation Based on Differential Matrix

Summary: Introduces a differential-matrix framework for Shapley-value estimation: learn Shapley differences and recover values via LS. Also MC-estimates the differential matrix with two stratified MC variants for variance reduction, yielding efficient, accurate Shapley values. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7129
Venue
SIGMOD
Year
2025
Pagerank
5.2528121e-05
Overall Rank
9,541 | 34.55%
DOI
10.1145/3709725

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{pang_sigmod25,
        title = {{Shapley Value Estimation Based on Differential Matrix}},
        author = {Pang, Junyuan and Pei, Jian and Xia, Haocheng and Li, Xiang and Liu, Jinfei},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3709725},
        url = {https://dl.acm.org/doi/10.1145/3709725},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,214 CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,066 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00012333161
1,488 Towards Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 0.00010612416
2,424 Computing the Shapley Value of Facts in Query Answering 2022 SIGMOD 8.6009068e-05
2,670 The Impact of Negation on the Complexity of the Shapley Value in Conjunctive Queries 2020 PODS 8.2737143e-05
2,740 Facilitating Database Tuning with Hyper-Parameter Optimization: A Comprehensive Experimental Evaluation 2022 VLDB 8.1855759e-05
3,705 Protecting Data Markets from Strategic Buyers 2022 SIGMOD 7.1826873e-05
3,759 Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 7.14674e-05
3,918 From Shapley Value to Model Counting and Back 2024 PODS 7.0181891e-05
4,106 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 6.8980966e-05
5,054 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 6.3843089e-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
5,657 When is Shapley Value Computation a Matter of Counting? 2024 PODS 6.1313425e-05
5,824 ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values 2022 SIGMOD 6.0750989e-05
6,100 Demonstration of Nimbus: Model-based Pricing for Machine Learning in a Data Marketplace 2019 SIGMOD 5.9776732e-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
7,034 Optimizing Data Acquisition to Enhance Machine Learning Performance 2024 VLDB 5.7217787e-05
7,315 Analysis of Influence Contribution in Social Advertising 2022 VLDB 5.6470323e-05
7,490 mlwhatif: What If You Could Stop Re-Implementing Your Machine Learning Pipeline Analyses Over and Over? 2023 VLDB 5.6061425e-05
7,971 Modernization of Databases in the Cloud Era: Building Databases that Run like Legos 2023 VLDB 5.5160445e-05
8,045 Contributions Estimation in Federated Learning: A Comprehensive Experimental Evaluation 2024 VLDB 5.5008615e-05
8,132 Demonstration of Dealer: An End-to-End Model Marketplace with Differential Privacy 2021 VLDB 5.481589e-05
8,250 P-Shapley: Shapley Values on Probabilistic Classifiers 2024 VLDB 5.4574671e-05
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