Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution

Summary: End-to-end iterative co-learning framework that jointly trains blocker and matcher for low-resource ER by exchanging iteratively updated pseudo-labels to broaden supervision. Introduces noise-mitigation for label generation, selection and training, yielding mutual gains and 9–51% improvements on benchmarks. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13513
Venue: VLDB
Year: 2024
Pagerank: 4.1905499e-05
Overall Rank: 11,050 | 23.21%
DOI: 10.14778/3632093.3632096

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
210	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00034086264
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
740	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017358024
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010111859
2,449	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.7909961e-05
2,969	Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces	2023	VLDB	7.7955562e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05
4,462	Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks	2016	VLDB	6.1566477e-05
4,837	Entity Resolution with Hierarchical Graph Attention Networks	2022	SIGMOD	5.8835638e-05
5,214	Dual-Objective Fine-Tuning of BERT for Entity Matching	2021	VLDB	5.6236713e-05
5,974	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	2021	SIGMOD	5.2458154e-05
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
9,415	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3399748e-05

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3,057	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	7.6458287e-05
9,462	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3324933e-05
11,375	Generalized Supervised Meta-blocking	2022	VLDB	4.1905499e-05
318	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027850417
2,449	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.7909961e-05
2,758	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1668285e-05
5,789	Exploiting Context Analysis for Combining Multiple Entity Resolution Systems	2009	SIGMOD	5.3248395e-05
4,967	Supervised Meta-blocking	2014	VLDB	5.7939544e-05
6,570	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0017341e-05
3,469	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	7.0629476e-05