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 501–510 of 2974 papers

Title	Date	Tasks	Status	Hype
RNNLogic: Learning Logic Rules for Reasoning on Knowledge Graphs	Oct 8, 2020	Knowledge Graphs	CodeCode Available	1
TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion	Oct 7, 2020	ImputationKnowledge Graph Completion	CodeCode Available	1
Inductive Entity Representations from Text via Link Prediction	Oct 7, 2020	Inductive knowledge graph completionInductive Link Prediction	CodeCode Available	1
Knowledge Association with Hyperbolic Knowledge Graph Embeddings	Oct 5, 2020	Entity AlignmentGraph Neural Network	CodeCode Available	1
SumGNN: Multi-typed Drug Interaction Prediction via Efficient Knowledge Graph Summarization	Oct 4, 2020	Data IntegrationGraph Neural Network	CodeCode Available	1
OWL2Vec*: Embedding of OWL Ontologies	Sep 30, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available	1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1
Multi-Relational Embedding for Knowledge Graph Representation and Analysis	Sep 28, 2020	Computational EfficiencyGraph Embedding	CodeCode Available	1
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
Visual Pivoting for (Unsupervised) Entity Alignment	Sep 28, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1

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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