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CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation

Summary: CoShap approximates Shapley values via layer-wise coalition growth, reusing utilities to avoid Monte Carlo redundancy, followed by variance-aware feature evaluation. Dynamic cross-phase budgeting provides (ε,δ) guarantees, delivering up to 7.15× speedup and 76.84% lower error. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
h787dc735e18d7784
Venue
SIGMOD
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,430 | 29.88%
DOI
10.1145/3802032

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Authors

BibTeX Citation

@inproceedings{he_sigmod26,
        title = {{CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation}},
        author = {He, Jingxuan and Liu, Changshuo and Cai, Shaofeng and Han, Xixian and Shen, Yanyan and Ooi, Beng Chin},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802032},
        url = {https://dl.acm.org/doi/10.1145/3802032},
        year = {2026}
}

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Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
164 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00027412227
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014694048
894 Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms 2019 VLDB 0.00013212578
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
4,002 From Shapley Value to Model Counting and Back 2024 PODS 6.8607198e-05
4,489 ARM-Net: Adaptive Relation Modeling Network for Structured Data 2021 SIGMOD 6.5781098e-05
4,928 Efficient Sampling Approaches to Shapley Value Approximation 2023 SIGMOD 6.3502007e-05
5,055 ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values 2022 SIGMOD 6.2944577e-05
5,428 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.1339984e-05
5,746 Optimizing Data Acquisition to Enhance Machine Learning Performance 2024 VLDB 6.0083431e-05
6,554 Falcon: A Privacy-Preserving and Interpretable Vertical Federated Learning System 2023 VLDB 5.7499619e-05
6,711 Counterfactual Explanation of Shapley Value in Data Coalitions 2024 VLDB 5.7012693e-05
7,924 Outlier Summarization via Human Interpretable Rules 2024 VLDB 5.425954e-05
8,079 Incentive-Aware Decentralized Data Collaboration 2023 SIGMOD 5.3942942e-05
8,385 NeurDB: On the Design and Implementation of an AI-powered Autonomous Database 2025 CIDR 5.3420959e-05
9,009 Data Acquisition for Improving Model Confidence 2024 SIGMOD 5.2386895e-05
9,723 Shapley Value Estimation Based on Differential Matrix 2025 SIGMOD 5.1349531e-05
12,091 TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications 2020 SIGMOD 4.9793485e-05
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