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 11–20 of 2974 papers

Title	Date	Tasks	Status
A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs	Jun 17, 2025	Graph structure learningKnowledge Graphs	CodeCode Available
A Semantically-Aware Relevance Measure for Content-Based Medical Image Retrieval Evaluation	Jun 16, 2025	Content-Based Image RetrievalDescriptive	—Unverified
Integrating Knowledge Graphs and Bayesian Networks: A Hybrid Approach for Explainable Disease Risk Prediction	Jun 16, 2025	Knowledge GraphsPrediction	—Unverified
On Immutable Memory Systems for Artificial Agents: A Blockchain-Indexed Automata-Theoretic Framework Using ECDH-Keyed Merkle Chains	Jun 16, 2025	Formal LogicKnowledge Graphs	—Unverified
Understanding the Effect of Knowledge Graph Extraction Error on Downstream Graph Analyses: A Case Study on Affiliation Graphs	Jun 14, 2025	Community DetectionKnowledge Graphs	—Unverified
Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs	Jun 12, 2025	Knowledge Graphs	—Unverified
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering	Jun 11, 2025	Graph Question AnsweringKnowledge Graphs	CodeCode Available
From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge	Jun 10, 2025	Knowledge GraphsLanguage Modeling	—Unverified
A Survey of Link Prediction in N-ary Knowledge Graphs	Jun 10, 2025	Knowledge GraphsLink Prediction	CodeCode Available
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available

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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