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 151–175 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts	Mar 14, 2022	DiversityKnowledge Graphs	CodeCode Available	1	5
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	CodeCode Available	1	5
Automatic Biomedical Term Clustering by Learning Fine-grained Term Representations	Apr 1, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1	5
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning	Jul 26, 2024	Graph ClassificationKnowledge Graphs	CodeCode Available	1	5
Automated Mining of Leaderboards for Empirical AI Research	Aug 31, 2021	Knowledge GraphsScientific Results Extraction	CodeCode Available	1	5
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network	Aug 22, 2021	DisentanglementGraph Attention	CodeCode Available	1	5
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction	Oct 10, 2023	ClassificationKnowledge Graphs	CodeCode Available	1	5
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks	Sep 10, 2020	Dialog Relation ExtractionGraph Attention	CodeCode Available	1	5
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering	Aug 31, 2023	BenchmarkingDataset Generation	CodeCode Available	1	5
DiffKG: Knowledge Graph Diffusion Model for Recommendation	Dec 28, 2023	Data AugmentationGraph Representation Learning	CodeCode Available	1	5
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1	5
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model	Sep 5, 2021	Community DetectionGraph Embedding	CodeCode Available	1	5
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph Completion	Jan 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization	Aug 1, 2021	Knowledge GraphsMedical Named Entity Recognition	CodeCode Available	1	5
Deep Graph Matching Consensus	Jan 27, 2020	Entity AlignmentGraph Matching	CodeCode Available	1	5
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1	5
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs	Jun 7, 2022	Knowledge Graphs	CodeCode Available	1	5
A Study of Situational Reasoning for Traffic Understanding	Jun 5, 2023	Decision MakingKnowledge Graphs	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction	May 31, 2021	graph constructionKnowledge Graphs	CodeCode Available	1	5
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs	May 21, 2025	Knowledge DistillationKnowledge Graphs	CodeCode Available	1	5

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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