ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation

Summary: ADnEV: deep-learning post-processing for schema matching that adjusts similarity matrices to recalibrate matcher outputs. Two models iteratively refine and evaluate the matrix, enabling cross-domain generalization and improved ontology alignment on challenging schemata. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12051
Venue: VLDB
Year: 2020
Pagerank: 4.6961059e-05
Overall Rank: 7,613 | 47.04%
DOI: 10.14778/3397230.3397237

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,859	Integrating Data Lake Tables	2023	VLDB	5.8732433e-05
5,280	Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V	2023	VLDB	5.5896735e-05
7,048	Magneto: Combining Small and Large Language Models for Schema Matching	2025	VLDB	4.8520651e-05
8,958	FlexER: Flexible Entity Resolution for Multiple Intents	2023	SIGMOD	4.4210635e-05
9,777	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB	4.2856106e-05
10,645	OpenForge: Probabilistic Metadata Integration	2025	VLDB	4.1945683e-05
10,754	OmniMatch: Joinability Discovery in Data Products	2025	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
382	COMA - A system for flexible combination of schema matching approaches	2002	VLDB	0.00024823252
672	An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web	2004	SIGMOD	0.00018355746
721	Data Integration with Uncertainty	2007	VLDB	0.00017570539
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
968	Schema and Ontology Matching with COMA++	2005	SIGMOD	0.0001495703
1,858	Bootstrapping Pay-As-You-Go Data Integration Systems	2008	SIGMOD	0.00010301124
5,947	Top-K Generation of Integrated Schemas Based on Directed and Weighted Correspondences	2009	SIGMOD	5.2614521e-05

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12,223	Schema Clustering and Retrieval for Multi-domain Pay-As-You-Go Data Integration Systems	2010	SIGMOD	4.1945683e-05
5,529	Data-Driven Domain Discovery for Structured Datasets	2020	VLDB	5.4566641e-05
3,637	Semantic Integration in Heterogeneous Databases Using Neural Networks	1994	VLDB	6.8959519e-05
11,699	(Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems	2018	SIGMOD	4.1945683e-05
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
2,174	iMAP: Discovering Complex Semantic Matches between Database Schemas	2004	SIGMOD	9.3672342e-05
8,153	Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation	2022	VLDB	4.574554e-05
2,425	Instance-based Schema Matching for Web Databases by Domain-specific Query Probing	2004	VLDB	8.8376569e-05
8,908	Deep Active Alignment of Knowledge Graph Entities and Schemata	2023	SIGMOD	4.427232e-05
902	Statistical Schema Matching across Web Query Interfaces	2003	SIGMOD	0.00015486247