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Entity Resolution with Hierarchical Graph Attention Networks

Summary: Proposes HierGAT, a hierarchical graph-attention ER model that jointly reasons about interdependent decisions, not pairwise. Uses graph attention to identify discriminative attributes/words, achieving up to 32.5% F1 over DeepMatcher and 8.7% over Ditto. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6325
Venue
SIGMOD
Year
2022
Pagerank
5.8835638e-05
Overall Rank
4,837 | 66.39%
DOI
10.1145/3514221.3517872

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
3,756 Computing Graph Edit Distance via Neural Graph Matching 2023 VLDB 6.781373e-05
9,240 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 4.3648789e-05
10,091 LLM-Powered Interactive Graph Search: A Scalable and Practical Approach 2026 SIGMOD 4.1905499e-05
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
11,062 DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series 2024 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

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
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
293 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00028661817
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
641 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018759417
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024
1,338 Entity Matching: How Similar Is Similar 2011 VLDB 0.00012501156
1,821 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010406856
2,758 A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching 2020 SIGMOD 8.1668285e-05
3,854 Generating Concise Entity Matching Rules 2017 SIGMOD 6.697423e-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
8,405 Ontology-based Entity Matching in Attributed Graphs 2019 VLDB 4.516252e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
8,910 Deep Active Alignment of Knowledge Graph Entities and Schemata 2023 SIGMOD 4.4229886e-05
8,503 Robust Entity Resolution using Random Graphs 2018 SIGMOD 4.4916115e-05
1,914 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010111859
3,057 ZeroER: Entity Resolution using Zero Labeled Examples 2020 SIGMOD 7.6458287e-05
318 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00027850417
11,050 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 4.1905499e-05
5,789 Exploiting Context Analysis for Combining Multiple Entity Resolution Systems 2009 SIGMOD 5.3248395e-05
219 Deep Entity Matching with Pre-Trained Language Models 2021 VLDB 0.00033354456
6,570 Domain Adaptation for Deep Entity Resolution 2022 SIGMOD 5.0017341e-05
740 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.00017358024