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: 13512
Venue: VLDB
Year: 2024
Pagerank: 4.1945683e-05
Overall Rank: 11,047 | 23.15%
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
212	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00033913475
221	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033121824
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
517	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021169035
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010109102
2,514	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.6139012e-05
2,971	Towards Efficient Index Construction and Approximate Nearest Neighbor Search in High-Dimensional Spaces	2023	VLDB	7.7970531e-05
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05
4,464	Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks	2016	VLDB	6.1606042e-05
4,837	Entity Resolution with Hierarchical Graph Attention Networks	2022	SIGMOD	5.8892326e-05
5,533	Dual-Objective Fine-Tuning of BERT for Entity Matching	2021	VLDB	5.4544359e-05
5,978	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	2021	SIGMOD	5.2453012e-05
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
9,409	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3441378e-05

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3,140	ZeroER: Entity Resolution using Zero Labeled Examples	2020	SIGMOD	7.4841763e-05
9,460	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3366491e-05
11,373	Generalized Supervised Meta-blocking	2022	VLDB	4.1945683e-05
319	Evaluation of entity resolution approaches on real-world match problems	2010	VLDB	0.00027781866
2,514	Comparative Analysis of Approximate Blocking Techniques for Entity Resolution	2016	VLDB	8.6139012e-05
2,767	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1513883e-05
5,798	Exploiting Context Analysis for Combining Multiple Entity Resolution Systems	2009	SIGMOD	5.3231654e-05
4,974	Supervised Meta-blocking	2014	VLDB	5.7903293e-05
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05