Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 576–600 of 2974 papers

Title	Date	Tasks	Status	Hype
Inductive Relation Prediction by Subgraph Reasoning	Nov 16, 2019	Graph EmbeddingGraph Neural Network	CodeCode Available	1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space	Sep 17, 2019	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Sep 4, 2019	Common Sense ReasoningKnowledge Base Question Answering	CodeCode Available	1
Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs	Aug 22, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	1
Neural Machine Translating from Natural Language to SPARQL	Jun 21, 2019	Knowledge GraphsMachine Translation	CodeCode Available	1
KGAT: Knowledge Graph Attention Network for Recommendation	May 20, 2019	Explainable RecommendationGraph Neural Network	CodeCode Available	1
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Text Generation from Knowledge Graphs with Graph Transformers	Apr 4, 2019	DecoderDialogue Generation	CodeCode Available	1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective	Mar 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	Feb 26, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
TuckER: Tensor Factorization for Knowledge Graph Completion	Jan 28, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Multi-Hop Knowledge Graph Reasoning with Reward Shaping	Aug 31, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Embedding Logical Queries on Knowledge Graphs	Jun 5, 2018	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Scene Graph Parsing as Dependency Parsing	Mar 25, 2018	Dependency ParsingImage Retrieval	CodeCode Available	1
RDF2Vec: RDF Graph Embeddings and Their Applications	Nov 10, 2017	Entity EmbeddingsGeneral Knowledge	CodeCode Available	1
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Modeling Relational Data with Graph Convolutional Networks	Mar 17, 2017	DecoderGeneral Classification	CodeCode Available	1
SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs	Jul 17, 2025	Graph EmbeddingGraph Representation Learning	—Unverified	0
Topic Modeling and Link-Prediction for Material Property Discovery	Jul 8, 2025	Knowledge GraphsLink Prediction	—Unverified	0
Graph Collaborative Attention Network for Link Prediction in Knowledge Graphs	Jul 5, 2025	Graph Neural NetworkInformation Retrieval	CodeCode Available	0
Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing	Jun 29, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph	Jun 26, 2025	Knowledge Graphs	—Unverified	0
Active Inference AI Systems for Scientific Discovery	Jun 26, 2025	counterfactualCounterfactual Reasoning	—Unverified	0

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified