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 951–975 of 2974 papers

Title	Date	Tasks	Status	Score
ADKGD: Anomaly Detection in Knowledge Graphs with Dual-Channel Training	Jan 13, 2025	Anomaly DetectionKnowledge Graphs	CodeCode Available	5
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge Graphs	Jun 5, 2023	Entity AlignmentKnowledge Distillation	CodeCode Available	5
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	5
Explainable Representations for Relation Prediction in Knowledge Graphs	Jun 22, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation	Aug 22, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs	Aug 31, 2020	Entity DisambiguationEntity Linking	CodeCode Available	5
DEKGCI: A double-sided recommendation model for integrating knowledge graph and user-item interaction graph	Jun 24, 2023	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Degree-Aware Alignment for Entities in Tail	May 25, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	5
A Decade of Scholarly Research on Open Knowledge Graphs	Jun 22, 2023	ArticlesEntity Linking	CodeCode Available	5
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available	5
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Privacy-Preserving Visual Content Tagging using Graph Transformer Networks	Oct 20, 2020	graph constructionKnowledge Graphs	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Commonsense Knowledge Base Completion with Structural and Semantic Context	Oct 7, 2019	Computational EfficiencyKnowledge Base Completion	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models	Jun 24, 2024	HallucinationImage Generation	CodeCode Available	5
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games	Oct 22, 2020	Decision MakingDeep Reinforcement Learning	CodeCode Available	5
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available	5
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning	Jul 20, 2017	DiversityGraph Embedding	CodeCode Available	5
An Effective and Efficient Time-aware Entity Alignment Framework via Two-aspect Three-view Label Propagation	Jul 12, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	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