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 1271–1280 of 2974 papers

Title	Date	Tasks	Status	Score
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	Nov 15, 2022	Inductive LearningKnowledge Graph Completion	—Unverified	0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs	Aug 16, 2022	Knowledge Graphs	—Unverified	0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion	Dec 17, 2023	Entity AlignmentFederated Learning	—Unverified	0
Federated Knowledge Graph Unlearning via Diffusion Model	Mar 13, 2024	Federated LearningKnowledge Graphs	—Unverified	0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning	Apr 1, 2021	Entity LinkingKnowledge Graphs	—Unverified	0
Federated Knowledge Graph Completion via Latent Embedding Sharing and Tensor Factorization	Nov 17, 2023	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Federated Neural Graph Databases	Feb 22, 2024	Complex Query AnsweringFederated Learning	—Unverified	0
A State-transition Framework to Answer Complex Questions over Knowledge Base	Oct 1, 2018	Knowledge GraphsQuestion Answering	—Unverified	0
Feature Learning for Meta-Paths in Knowledge Graphs	Sep 7, 2018	ClusteringGraph Embedding	—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