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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
7.0254733e-05
Overall Rank
3,757 | 74.82%
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 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
4,419 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 6.5905711e-05
5,759 Optimizing Data Acquisition to Enhance Machine Learning Performance 2024 VLDB 5.9856409e-05
7,115 LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning 2026 VLDB 5.580601e-05
7,667 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 5.4565877e-05
7,943 Outlier Summarization via Human Interpretable Rules 2024 VLDB 5.4054523e-05
8,096 Two Birds with One Stone: Efficient Deep Learning over Mislabeled Data through Subset Selection 2025 SIGMOD 5.3739121e-05
9,345 VerifAI: Verified Generative AI 2024 CIDR 5.1769528e-05
10,412 Taxonomy Maintenance in the Wild over Evolving Scholarly Data: Reliability, Efficiency, and Cost-Effectiveness 2027 SIGMOD 4.9605343e-05
10,782 BRIEF: Bi-level Coreset Selection for Efficient Instruction Tuning in LLMs 2026 VLDB 4.9605343e-05
10,892 Data-efficient Online Training for Direct Alignment in LLMs 2026 VLDB 4.9605343e-05
11,328 Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching 2025 VLDB 4.9605343e-05
11,461 DemandClean: A Multi-Objective Learning Framework for Balancing Model Tolerance to Data Authenticity and Diversity 2025 VLDB 4.9605343e-05
11,570 Certain and Approximately Certain Models for Statistical Learning 2024 SIGMOD 4.9605343e-05
11,637 QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models 2024 VLDB 4.9605343e-05
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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 0.00049435337
460 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017836918
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016584014
1,744 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.7253583e-05
2,610 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2035758e-05
3,440 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2791144e-05
4,345 Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks 2021 SIGMOD 6.6388774e-05
4,626 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 6.480594e-05
4,890 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 6.3508492e-05
4,978 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.3182056e-05
5,051 CDB: A Crowd-Powered Database System 2018 VLDB 6.2863221e-05
6,173 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.8459104e-05
6,654 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 5.7038474e-05
7,064 Human-in-the-loop Outlier Detection 2020 SIGMOD 5.5930864e-05
9,510 VisClean: Interactive Cleaning for Progressive Visualization 2020 VLDB 5.1519019e-05
12,130 Interactively Discovering and Ranking Desired Tuples without Writing SQL Queries 2020 SIGMOD 4.9605343e-05
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