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 2521–2530 of 2974 papers

Title	Date	Tasks	Status
COVID-19 and Company Knowledge Graphs: Assessing Golden Powers and Economic Impact of Selective Lockdown via AI Reasoning	Apr 21, 2020	Knowledge Graphs	—Unverified
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning	Apr 19, 2020	Dialogue GenerationKnowledge Graphs	—Unverified
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation	Apr 17, 2020	Decision MakingDeep Reinforcement Learning	—Unverified
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework	Apr 15, 2020	General ClassificationKnowledge Graph Completion	—Unverified
Generative Adversarial Zero-shot Learning via Knowledge Graphs	Apr 7, 2020	Attributeimage-classification	—Unverified
Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction	Apr 2, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified
Personal Health Knowledge Graphs for Patients	Mar 31, 2020	Knowledge Graphs	—Unverified
Deep Learning on Knowledge Graph for Recommender System: A Survey	Mar 25, 2020	Deep LearningGraph Embedding	—Unverified
End-to-End Entity Classification on Multimodal Knowledge Graphs	Mar 25, 2020	ClassificationGeneral Classification	CodeCode Available
Towards Learning Instantiated Logical Rules from Knowledge Graphs	Mar 13, 2020	Inductive knowledge graph completionKnowledge Graph Completion	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