Database Paper Browser

Back to papers

Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning

Summary: Push coreset weighted-gradient computation into per-table partial feature-similarity sketches to select coresets without materializing feature-augmented joins. Prove upper bounds on the aggregated gradient approximation and report ~100x speedups with negligible accuracy loss. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13319
Venue
VLDB
Year
2023
Pagerank
4.8032775e-05
Overall Rank
7,180 | 50.10%
DOI
10.14778/3561261.3561267

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
3,729 Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection 2022 VLDB 6.8078013e-05
4,103 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.4460899e-05
8,121 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 4.5771143e-05
8,276 Optimizing Data Acquisition to Enhance Machine Learning Performance 2024 VLDB 4.5392079e-05
10,537 Two Birds with One Stone: Efficient Deep Learning over Mislabeled Data through Subset Selection 2025 SIGMOD 4.1905499e-05
10,885 Datamap-Driven Tabular Coreset Selection for Classifier Training 2025 VLDB 4.1905499e-05
11,003 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 4.1905499e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
Previous Page 1 / 1 Next

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
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
634 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018844568
832 Learning Linear Regression Models over Factorized Joins 2016 SIGMOD 0.00016089705
851 Scaling Factorization Machines to Relational Data 2013 VLDB 0.00015909639
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
905 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423174
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
1,283 Towards Linear Algebra over Normalized Data 2017 VLDB 0.00012826013
1,372 Random Sampling over Joins Revisited 2018 SIGMOD 0.0001233325
1,462 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00011866333
2,197 Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra 2019 SIGMOD 9.3117431e-05
4,123 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 6.4290005e-05
4,195 F: Regression Models over Factorized Views 2016 VLDB 6.3635322e-05
4,543 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 6.0953507e-05
4,794 Demonstration of Santoku: Optimizing Machine Learning over Normalized Data 2015 VLDB 5.910645e-05
5,369 Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach 2016 SIGMOD 5.5436995e-05
5,386 Selective Data Acquisition in the Wild for Model Charging 2022 VLDB 5.5346315e-05
5,965 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.2476363e-05
7,580 Human-in-the-loop Outlier Detection 2020 SIGMOD 4.7023767e-05
8,593 Towards A Polyglot Framework for Factorized ML 2021 VLDB 4.4846362e-05
11,586 Interactively Discovering and Ranking Desired Tuples without Writing SQL Queries 2020 SIGMOD 4.1905499e-05
11,796 CDB: Optimizing Queries with Crowd-Based Selections and Joins 2017 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
2,364 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 8.955077e-05
5,062 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.7172262e-05
6,329 Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse 2018 VLDB 5.1030159e-05
5,787 Machine Learning for Databases 2021 VLDB 5.3256401e-05
3,827 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7195959e-05
9,775 Structure-Aware Machine Learning over Multi-Relational Databases 2021 SIGMOD 4.2815042e-05
1,172 Learning Generalized Linear Models Over Normalized Data 2015 SIGMOD 0.00013504249
4,103 GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data 2023 SIGMOD 6.4460899e-05
10,885 Datamap-Driven Tabular Coreset Selection for Classifier Training 2025 VLDB 4.1905499e-05