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 161–170 of 2974 papers

Title	Date	Tasks	Status
Enhancing Knowledge Graph Completion with Entity Neighborhood and Relation Context	Mar 29, 2025	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Reasoning of Large Language Models over Knowledge Graphs with Super-Relations	Mar 28, 2025	Knowledge GraphsRetrieval	CodeCode Available
Graph-to-Vision: Multi-graph Understanding and Reasoning using Vision-Language Models	Mar 27, 2025	Graph LearningKnowledge Graphs	—Unverified
Knowledge Graphs as World Models for Semantic Material-Aware Obstacle Handling in Autonomous Vehicles	Mar 27, 2025	Autonomous DrivingAutonomous Vehicles	—Unverified
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care	Mar 26, 2025	Knowledge GraphsResponse Generation	—Unverified
Multi-dataset and Transfer Learning Using Gene Expression Knowledge Graphs	Mar 26, 2025	Data IntegrationGraph Embedding	CodeCode Available
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning	Mar 26, 2025	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Comparison of Metadata Representation Models for Knowledge Graph Embeddings	Mar 25, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
SE-GNN: Seed Expanded-Aware Graph Neural Network with Iterative Optimization for Semi-supervised Entity Alignment	Mar 24, 2025	Entity AlignmentEntity Embeddings	—Unverified
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning	Mar 24, 2025	class-incremental learningClass Incremental Learning	—Unverified

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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