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 2421–2430 of 2974 papers

Title	Date	Tasks	Status
Privacy-Preserving Visual Content Tagging using Graph Transformer Networks	Oct 20, 2020	graph constructionKnowledge Graphs	CodeCode Available
Privacy-Preserving Visual Content Tagging using Graph Transformer Networks	Oct 20, 2020	graph constructionKnowledge Graphs	CodeCode Available
Bias in Conversational Search: The Double-Edged Sword of the Personalized Knowledge Graph	Oct 20, 2020	Conversational SearchKnowledge Graphs	—Unverified
Interpretable Disease Prediction based on Reinforcement Path Reasoning over Knowledge Graphs	Oct 16, 2020	Disease PredictionKnowledge Graphs	—Unverified
Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable?	Oct 16, 2020	Knowledge Graphs	—Unverified
QA2Explanation: Generating and Evaluating Explanations for Question Answering Systems over Knowledge Graph	Oct 16, 2020	FairnessKnowledge Graphs	—Unverified
Distributed Representations of Entities in Open-World Knowledge Graphs	Oct 16, 2020	Entity AlignmentGraph Neural Network	—Unverified
GMH: A General Multi-hop Reasoning Model for KG Completion	Oct 15, 2020	Knowledge Graphs	—Unverified
MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings	Oct 14, 2020	Graph EmbeddingKnowledge Distillation	—Unverified
Motif Learning in Knowledge Graphs Using Trajectories Of Differential Equations	Oct 13, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—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