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GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data

Summary: GoodCore selects a coreset for incomplete data by modeling missingness as repairs over worlds and optimizing the expected subset without cleaning. It proves NP-hard and offers an approximation with imputation-based variants, enabling data-efficient ML. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h3347de152941434c
Venue
SIGMOD
Year
2023
Pagerank
6.9138042e-05
Overall Rank
3,941 | 73.51%
DOI
10.1145/3589302

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chai_sigmod23,
        title = {{GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data}},
        author = {Chai, Chengliang and Liu, Jiabin and Tang, Nan and Fan, Ju and Miao, Dongjing and Wang, Jiayi and Luo, Yuyu and Li, Guoliang},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589302},
        url = {https://dl.acm.org/doi/10.1145/3589302},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049349003
483 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017590977
547 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016578131
1,847 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.5120573e-05
2,613 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2260448e-05
3,441 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2980777e-05
4,623 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.4978811e-05
4,864 Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks 2021 SIGMOD 6.3770469e-05
4,867 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3749346e-05
4,953 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.3416889e-05
5,061 CDB: A Crowd-Powered Database System 2018 VLDB 6.2912543e-05
6,156 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.8680826e-05
7,042 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.6142998e-05
7,201 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.5871656e-05
9,470 VisClean: Interactive Cleaning for Progressive Visualization 2020 VLDB 5.1714419e-05
12,080 Interactively Discovering and Ranking Desired Tuples without Writing SQL Queries 2020 SIGMOD 4.9793485e-05
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