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 2221–2230 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball	Jan 13, 2021	Knowledge GraphsRecommendation Systems	—Unverified	0
Hyperbolic Deep Neural Networks: A Survey	Jan 12, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available	1
Application of Knowledge Graphs to Provide Side Information for Improved Recommendation Accuracy	Jan 7, 2021	ClusteringCollaborative Filtering	CodeCode Available	1
Reinforcement Learning based Collective Entity Alignment with Adaptive Features	Jan 5, 2021	Decision MakingEntity Alignment	CodeCode Available	0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots	Jan 4, 2021	Industrial RobotsKnowledge Graphs	—Unverified	0
How to Train Your Agent to Read and Write	Jan 4, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	1
Topology-aware Tensor Decomposition for Meta-graph Learning	Jan 4, 2021	Graph LearningKnowledge Graphs	—Unverified	0
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation	Jan 2, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Towards a Linking between WordNet and Wikidata	Jan 1, 2021	Knowledge Graphs	—Unverified	0
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs	Jan 1, 2021	Graph Representation LearningKnowledge Graphs	—Unverified	0

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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