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 371–380 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions	Jun 2, 2021	Causal DiscoveryKnowledge Graphs	CodeCode Available	1	5
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs	Oct 5, 2023	Cross-Modal RetrievalDomain Generalization	CodeCode Available	1	5
An Open Challenge for Inductive Link Prediction on Knowledge Graphs	Mar 3, 2022	Graph Representation LearningInductive Link Prediction	CodeCode Available	1	5
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge Graphs	Jan 20, 2023	Causal DiscoveryCausal Inference	CodeCode Available	1	5
Diversifying Content Generation for Commonsense Reasoning with Mixture of Knowledge Graph Experts	Mar 14, 2022	DiversityKnowledge Graphs	CodeCode Available	1	5
Fast and Continual Knowledge Graph Embedding via Incremental LoRA	Jul 8, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Fork or Fail: Cycle-Consistent Training with Many-to-One Mappings	Dec 14, 2020	DiversityKnowledge Graphs	CodeCode Available	1	5
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness	Jul 1, 2020	Dialogue GenerationKnowledge Graphs	CodeCode Available	1	5
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization	May 14, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5

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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