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Enriching Relations with Additional Attributes for ER

Summary: Defines relation enrichment: select a few KG-derived attributes to augment a relation's schema to maximize entity-resolution accuracy; problem is intractable. Uses tuple–KG linking and a reinforcement-learning policy jointly trained with ER to extract diverse, low-null attributes incrementally, yielding up to 33% ER gain. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13528
Venue
VLDB
Year
2024
Pagerank
4.1905499e-05
Overall Rank
11,057 | 23.16%
DOI
10.14778/3681954.3681987

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Showing 41 of 41 cited papers.

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

Rank Cited Paper Year Venue Pagerank
7 Extending the Data Base Relational Model to Capture More Meaning 1979 SIGMOD 0.0015464728
49 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00067607389
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
228 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032266415
279 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029141798
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
507 On Active Learning of Record Matching Packages 2010 SIGMOD 0.00021474096
514 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00021280726
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
901 To Join or Not to Join? Thinking Twice about Joins before Feature Selection 2016 SIGMOD 0.00015462938
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
1,179 Table Union Search on Open Data 2018 VLDB 0.00013458551
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
1,462 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00011866333
1,643 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011031534
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,591 DogmatiX Tracks down Duplicates in XML 2005 SIGMOD 8.4851409e-05
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
3,001 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 7.739698e-05
3,439 Incremental Graph Computations: Doable and Undoable 2017 SIGMOD 7.0916563e-05
3,827 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 6.7195959e-05
4,123 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 6.4290005e-05
4,331 Missing Value Imputation on Multidimensional Time Series 2021 VLDB 6.2744869e-05
4,970 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 5.7900867e-05
5,040 KBPearl: A Knowledge Base Population System Supported by Joint Entity and Relation Linking 2020 VLDB 5.7361009e-05
5,203 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.628087e-05
5,467 Relative Information Completeness 2009 PODS 5.4904942e-05
5,706 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 5.3633001e-05
5,974 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2458154e-05
6,047 MDedup: Duplicate Detection with Matching Dependencies 2020 VLDB 5.2355891e-05
6,445 Causal Data Integration 2023 VLDB 5.0539192e-05
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
6,731 ORBITS: Online Recovery of Missing Values in Multiple Time Series Streams 2021 VLDB 4.9436119e-05
6,808 Record Linkage with Uniqueness Constraints and Erroneous Values 2010 VLDB 4.9155856e-05
6,895 Identifying Insufficient Data Coverage for Ordinal Continuous-Valued Attributes 2021 SIGMOD 4.8879337e-05
7,180 Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning 2023 VLDB 4.8032775e-05
7,634 ReStore - Neural Data Completion for Relational Databases 2021 SIGMOD 4.6866388e-05
8,913 PromptEM: Prompt-tuning for Low-resource Generalized Entity Matching 2023 VLDB 4.4229886e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1905499e-05
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