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 2476–2500 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation	Apr 17, 2020	Decision MakingDeep Reinforcement Learning	—Unverified	0
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework	Apr 15, 2020	General ClassificationKnowledge Graph Completion	—Unverified	0
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversation	Apr 8, 2020	Domain AdaptationKnowledge Graphs	CodeCode Available	1
Generative Adversarial Zero-shot Learning via Knowledge Graphs	Apr 7, 2020	Attributeimage-classification	—Unverified	0
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1
Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction	Apr 2, 2020	Graph EmbeddingKnowledge Graph Completion	—Unverified	0
Personal Health Knowledge Graphs for Patients	Mar 31, 2020	Knowledge Graphs	—Unverified	0
Graph Hawkes Neural Network for Forecasting on Temporal Knowledge Graphs	Mar 30, 2020	Knowledge Graphs	CodeCode Available	1
Deep Learning on Knowledge Graph for Recommender System: A Survey	Mar 25, 2020	Deep LearningGraph Embedding	—Unverified	0
End-to-End Entity Classification on Multimodal Knowledge Graphs	Mar 25, 2020	ClassificationGeneral Classification	CodeCode Available	0
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive Summarization	Mar 23, 2020	Knowledge GraphsQuestion Answering	CodeCode Available	1
Self-Constructing Graph Convolutional Networks for Semantic Labeling	Mar 15, 2020	Graph ReconstructionKnowledge Graphs	CodeCode Available	1
Evaluating Logical Generalization in Graph Neural Networks	Mar 14, 2020	Continual LearningDiversity	CodeCode Available	1
Towards Learning Instantiated Logical Rules from Knowledge Graphs	Mar 13, 2020	Inductive knowledge graph completionKnowledge Graph Completion	CodeCode Available	0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning	Mar 12, 2020	Graph Neural NetworkKnowledge Graphs	—Unverified	0
Entity Extraction from Wikipedia List Pages	Mar 11, 2020	Entity Extraction using GANKnowledge Graphs	—Unverified	0
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs	Mar 10, 2020	BenchmarkingEntity Alignment	CodeCode Available	1
KGvec2go -- Knowledge Graph Embeddings as a Service	Mar 9, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified	0
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution	Mar 9, 2020	AttributeKnowledge Graphs	CodeCode Available	1
DeepLENS: Deep Learning for Entity Summarization	Mar 8, 2020	Deep LearningKnowledge Graphs	CodeCode Available	0
Dependently Typed Knowledge Graphs	Mar 8, 2020	Knowledge Graphs	—Unverified	0
Knowledge Graphs and Knowledge Networks: The Story in Brief	Mar 7, 2020	Knowledge GraphsLink Prediction	—Unverified	0
On the Role of Conceptualization in Commonsense Knowledge Graph Construction	Mar 6, 2020	Diversitygraph construction	CodeCode Available	1
Knowledge Graphs	Mar 4, 2020	Knowledge Graphs	CodeCode Available	2
Knowledge Graphs on the Web -- an Overview	Mar 2, 2020	Knowledge 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