Awesome Entity Alignment

Surveys

Year	Title	Venue	Paper	Code
2020	A benchmarking study of embedding-based entity alignment for knowledge graphs	VLDB
2021	A comprehensive survey of entity alignment for knowledge graphs	AI Open
2022	An Experimental Study of State-of-the-Art Entity Alignment Approaches	TKDE

Papers

Year	Abbr.	Title	Venue	Paper	Code
2017	MTransE	Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment	IJCAI
2017	IPTransE	Iterative Entity Alignment via Knowledge Embeddings	IJCAI
2017	JAPE	Cross-lingual entity alignment via joint attribute-preserving embedding	ISWC
2018	BootEA	Bootstrapping Entity Alignment with Knowledge Graph Embedding	IJCAI
2018	GCN-Align	Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks	EMNLP
2019	RSNs	Learning to Exploit Long-term Relational Dependencies in Knowledge Graphs	ICML
2019		Two-stage entity alignment: Combining hybrid knowledge graph embedding with similarity-based relation alignment	PRICAI
2019	AliNet	Knowledge Graph Alignment Network with Gated Multi-Hop Neighborhood Aggregation	AAAI
2019		Entity Alignment between Knowledge Graphs Using Attribute	AAAI
2019	SEA	Semi-Supervised Entity Alignment via Knowledge Graph Embedding with Awareness of Degree Difference
2019	GMNN	Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network	ACL
2019	MuGNN	Multi-Channel Graph Neural Network for Entity Alignment	ACL
2019	RDGCN	Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs	ACL
2019	TransEdge	TransEdge: Translating Relation-Contextualized Embeddings for Knowledge Graphs	ISWC
2019	HMAN	Aligning Cross-Lingual Entities with Multi-Aspect Information	EMNLP
2019		Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model	EMNLP
2019	HGCN	Jointly Learning Entity and Relation Representations for Entity Alignment	EMNLP
2019	MultiKE	Multi-view Knowledge Graph Embedding for Entity Alignment	IJCAI
2019	NAEA	Neighborhood-Aware Attentional Representation for Multilingual Knowledge Graphs	IJCAI
2020	DAT	Degree-Aware Alignment for Entities in Tail	SIGIR
2020	NMN	Neighborhood Matching Network for Entity Alignment	ACL
2020	REA	Robust Cross-lingual Entity Alignment between Knowledge Graphs	KDD
2020	HyperKE	Knowledge Association with Hyperbolic Knowledge Graph Embeddings	EMNLP
2020	AttrGNN	Exploring and Evaluating Attributes, Values, and Structures for Entity Alignment	EMNLP
2020	MRAEA	MRAEA: An efficient and robust entity alignment approach for cross-lingual knowledge graph	WSDM
2020	REA	Relational Reflection Entity Alignment	CIKM
2020	CEA	Collective entity alignment via adaptive features	ICDE
2020	JarKA	JarKA: Modeling Attribute Interactions for Cross-lingual Knowledge Alignment	PAKDD		[code]
2020		Entity Alignment for Knowledge Graphs with Multi-order Convolutional Networks	TKDE
2021		Network Alignment with Holistic Embeddings	TKDE
2021		Towards Entity Alignment in the Open World: An Unsupervised Approach	DASFAA
2021	EVA	Visual Pivoting for (Unsupervised) Entity Alignment	AAAI
2021		Relation-Aware Neighborhood Matching Model for Entity Alignment	AAAI
2021	EASY	Make It Easy: An Effective End-to-End Entity Alignment Framework	SIGIR
2021	LargeEA	LargeEA: Aligning Entities for Large-scale Knowledge Graphs	VLDB
2021	RAC	Reinforced Active Entity Alignment	CIKM
2021	PSR	Are Negative Samples Necessary in Entity Alignment?: An Approach with High Performance, Scalability and Robustness	CIKM
2021	KE-GCN	Knowledge Embedding Based Graph Convolutional Network	WWW
2021		Boosting the speed of entity alignment 10X: dual attention matching network with normalized hard sample mining	WWW
2022		Temporal Knowledge Graph Entity Alignment via Representation Learning	DASFAA
2022		Ensemble Semi-supervised Entity Alignment via Cycle-teaching	AAAI
2022		Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment	ACL
2022		An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism	ACL
2022		Understanding and Improving Knowledge Graph Embedding for Entity Alignment	ICML
2022		Dangling-Aware Entity Alignment with Mixed High-Order Proximities	NAACL
2022	IMEA	Informed multi-context entity alignment	WSDM
2022		Graph Alignment with Noisy Supervision	WWW
2022		Uncertainty-aware Pseudo Label Refinery for Entity Alignment	WWW
2022	SelfKG	SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs	WWW		[Code]
2022	ContEA	Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs	ISWC
2022		Semantics Driven Embedding Learning for Effective Entity Alignment	ICDE
2022		Large-scale Entity Alignment via Knowledge Graph Merging, Partitioning and Embedding	CIKM
2022		Interactive Contrastive Learning for Self-Supervised Entity Alignment	CIKM
2022		Multi-modal Contrastive Representation Learning for Entity Alignment	COLING
2022	RoadEA	Revisiting Embedding-based Entity Alignment: A Robust and Adaptive Method	TKDE
2022		A multiscale convolutional gragh network using only structural information for entity alignment	Applied Intelligence

Datasets

Dataset names	tasks	Languages	#Entities	Venue	Link
DBP15K	ZH-EN, JA-EN, FR-EN	Cross-lingual	15K	ISWC2017	[Link]
DWY100K	DBP-WD, DBP-YG	English	100K	IJCAI2018	[Link]
SRPRS	EN-FR, EN-DE	Cross-lingual	Normal/Dense	ICML2019	[Link]
OpenEA (IDS)	EN-FR-15K, EN-DE-15K	Cross-lingual	15K	VLDB2020	[Link]
	D-W-15K, D-Y-15K	English	15K
	EN-FR-100K, EN-DE-100K	Cross-lingual	100K
	D-W-100K, D-Y-100K	English	100K
DBP1M	EN-FR, EN-DE	Cross-lingual	1M	VLDB2021	[Link]

D means DBpedia, W means Wikidata, and Y means YOGO3.

SRPRS means segment-based random PageRank sampling, while IDS means Iterative degree-based sampling. Both of them indicates that several EA benchmarks (e.g., DBP15K and DWY100K) contain much more highdegree entities than real-world KGs do.

DBP1M was proposed by LargeEA, which mainly focus on the Large-scale Knowledge Graphs.