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 1451–1460 of 2974 papers

Title	Date	Tasks	Status	Hype
Visual Traffic Knowledge Graph Generation from Scene Images	Jan 1, 2023	Graph AttentionGraph Generation	—Unverified	0
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid	Dec 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Democratising Knowledge Representation with BioCypher	Dec 27, 2022	Federated LearningKnowledge Graphs	—Unverified	0
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods	Dec 23, 2022	Decision MakingExplainable Artificial Intelligence (XAI)	—Unverified	0
Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation	Dec 22, 2022	Conversational RecommendationKnowledge Graphs	CodeCode Available	1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization	Dec 19, 2022	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference	Dec 14, 2022	Knowledge GraphsNatural Language Inference	—Unverified	0
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal	Dec 12, 2022	General KnowledgeGraph Embedding	CodeCode Available	3
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor Decomposition	Dec 11, 2022	Contrastive LearningGeneral Knowledge	CodeCode Available	0
Expanding Knowledge Graphs with Humans in the Loop	Dec 10, 2022	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