junhao-zhu / entity-matching-literature

A list of entity resolution and entity alignment papers on the table data and knowledge graph data.

Entity Matching Literature

A list of entity resolution and entity alignment papers on the relational data and knowledge graph data.

Papers are categorized by objects: Relational Data and Knowledge Graph and sorted by year.

Sources

Top conferences: SIGMOD, VLDB, NIPS, KDD, ICDE, SIGIR, WWW, ICLR, ICML, ACL, IJCAI, AAAI

Top journals: TKDE

Entity Resolution (Table)

Year	Title	Model	Type	Venue	Paper	Code
2021	GNEW: A Generic One-to-Set Neural Entity Matching Framework	gated GCN	Supervised	WWW	PDF	Code
2021	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	Meta Learning	Semi-supervised	SIGMOD	PDF	Code
2021	Dual-Objective Fine-Tuning of Bert for Entity Matching	Pre-trained model (JointBert)	Supervised	VLDB	PDF	Code
2021	Online Topic-Aware Entity Resolution Over Incomplete Data Stream	topic-aware similarity	Unsupervised	SIGMOD	PDF	Code
2021	End-to-End Task Based Parallelization for Entity Resolution on Dynamic Data			ICDE	PDF
2021	Cost-effective Variational Active Entity Resolution	VAER (VAE+Active learning)	Unsupervised	ICDE	PDF
2021	Automating Entity Matching Model Development	AutoML-EM-Active	Semi-supervised	ICDE	PDF
2021	Improving the Efficiency and Effectiveness for BERT-based Entity Resoltion	BERT-ER	Supervised	AAAI	PDF	Code
2020	Efficient Entity Resoltion on Heterogeneous Records	Super Record	Unsupervised	TKDE	PDF
2020	$r$-HUMO: A Risk-Aware Human-Machine Cooperation Framework for Entity Resolution with Quality Guarantees			TKDE	PDF	Code
2020	Multi-Context Attention for Entity Matching	multi-context attention (MCA)	Supervised	WWW	PDF
2020	Deep Entity Matching with Pre-Trained Language Model	Data Augment + BERT (Ditto)	Supervised	VLDB	PDF	Code
2020	ZeroER: Entity Resolution using Zero Labeled Examples		Unsupervised	SIGMOD	PDF	Code
2020	Towards Interpretable and Learnable Risk Analysis for Entity Resolution			SIGMOD	PDF	Code
2020	Entity Matching Meets Data Science: A Progress Report from the Magellan Project			SIGMOD	PDF	Code
2020	A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching			SIGMOD	PDF	Code
2020	Hierarchical Matching Network for Heterogeneous Entity Resolution			IJCAI	PDF	Code
2020	Keys as Features for Graph Entity Matching			ICDE	PDF	Code
2020	Crowdsourced Collective Entity Resolution with Relational Match Propagation			ICDE	PDF	Code
2020	GraphER: Token-Centric Entity Resolution with Graph Convolutional Neural Networks			AAAI	PDF	Code
2020	Accelerating Column Generation via Flexible Dual Optimal Inequalities with Application to Entity Resolution			AAAI	PDF	Code
2018	Deep Learning for Entity Matching: A Design Space Exploration	Deep Learning	Supervised	SIGMOD	PDF	Code

Entity Alignment (Knowledge Graph) [Back to top]

Year	Title	Model	Type	Venue	Paper	Code
2021	Boosting the Speed of Entity Alignment 10×: Dual Attention Matching Network with Normalized Hard Sample Mining	GNN Attention (Dual-AMN)	Unsupervised	WWW	PDF	Code
2021	Make It Easy: An Effective End-to-End Entity Alignment Framework	similarity matrix (EASY=NEAP+SRS)	Unsupervised	SIGIR	PDF	Code
2021	Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks (Extended Abstract)	GCN (EMGCN)	Unsupervised	ICDE	PDF	Code
2021	Visual Pivoting for (Unsupervised) Entity Alignment	GNN+Resnet+relation and attribute model (EVA)	Unsupervised	AAAI	PDF	Code
2021	Relation-Aware Neighborhood Matching Model for Entity Alignment	Relation-aware Neighborhood Matching (RNM)	Semi-supervised	AAAI	PDF
2021	Business Entity Matching with Siamese Graph Convolutional Networks	BERT+GCN (S-GCN)	Unsupervised	AAAI	PDF	Code
2020	Collective Multi-type Entity Alignment Between Knowledge Graph	CG-MuAlign	Unsupervised	WWW	PDF	Code
2020	A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs			VLDB	PDF	Code
2020	REA: Robust Cross-lingual Entity Alignment Between Knowledge Graphs			KDD	PDF	Code
2020	Global Structure and Local Semantics-Preserved Embeddings for Entity Alignment			IJCAI	PDF	Code
2020	Collective Entity Alignment via Adaptive Features			ICDE	PDF	Code
2020	Neighborhood Matching Network for Entity Alignment			ACL	PDF	Code
2020	COTSAE CO-Training of Structure and Attribute Embeddings for Entity Alignment			AAAI	PDF	Code

Note

This project refers to graph-adversarial-learning-literature