Deep Active Alignment of Knowledge Graph Entities and Schemata

Summary: DAAKG learns embeddings for entities, relations, and classes to align entities and schemata across KG pairs semi-supervisedly. Active learning guides batch labeling with approximation methods, yielding strong accuracy and generalization on benchmarks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6662
Venue: SIGMOD
Year: 2023
Pagerank: 4.427232e-05
Overall Rank: 8,908 | 38.03%
DOI: 10.1145/3589304

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,083	GeoKGM: A Multimodal Large Language Model for Zero-Shot Knowledge Graph Completion in Geospatial Databases	2026	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
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
643	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018754451
754	Distributed Representations of Tuples for Entity Resolution	2018	VLDB	0.00017117211
1,628	PARIS: Probabilistic Alignment of Relations, Instances, and Schema	2012	VLDB	0.00011085347
1,966	Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study	2020	SIGMOD	9.9175408e-05
2,175	Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services	2017	SIGMOD	9.3644117e-05
3,915	A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	2020	VLDB	6.6332294e-05
4,355	LargeEA: Aligning Entities for Large-scale Knowledge Graphs	2022	VLDB	6.259483e-05
5,282	Deep Indexed Active Learning for Matching Heterogeneous Entity Representations	2022	VLDB	5.5864206e-05
6,711	Analyzing How BERT Performs Entity Matching	2022	VLDB	4.9517546e-05
8,436	A Critical Re-evaluation of Neural Methods for Entity Alignment	2022	VLDB	4.5138915e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,282	Deep Indexed Active Learning for Matching Heterogeneous Entity Representations	2022	VLDB	5.5864206e-05
1,914	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD	0.00010109102
9,460	The Battleship Approach to the Low Resource Entity Matching Problem	2023	SIGMOD	4.3366491e-05
6,569	Domain Adaptation for Deep Entity Resolution	2022	SIGMOD	5.0065379e-05
300	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028441466
3,640	Deep Learning for Blocking in Entity Matching: A Design Space Exploration	2021	VLDB	6.8891671e-05
2,767	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching	2020	SIGMOD	8.1513883e-05
11,015	ZeroEA: A Zero-Training Entity Alignment Framework via Pre-Trained Language Model	2024	VLDB	4.1945683e-05
4,355	LargeEA: Aligning Entities for Large-scale Knowledge Graphs	2022	VLDB	6.259483e-05
3,915	A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	2020	VLDB	6.6332294e-05