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 941–950 of 2974 papers

Title	Date	Tasks	Status	Score
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy	Aug 11, 2020	Computational EfficiencyEntity Embeddings	CodeCode Available	5
Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation	Jul 15, 2024	Knowledge Graphs	CodeCode Available	5
eXpath: Explaining Knowledge Graph Link Prediction with Ontological Closed Path Rules	Dec 6, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced Recommendation	Aug 12, 2019	Click-Through Rate PredictionKnowledge Graphs	CodeCode Available	5
Explaining and visualizing black-box models through counterfactual paths	Jul 15, 2023	counterfactualExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs	Feb 19, 2025	Data AugmentationGraph Learning	CodeCode Available	5
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available	5
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available	5
A Video-grounded Dialogue Dataset and Metric for Event-driven Activities	Jan 30, 2025	Knowledge GraphsResponse Generation	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