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 2021–2030 of 2974 papers

Title	Date	Tasks	Status
ModulE: Module Embedding for Knowledge Graphs	Mar 9, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Scaling R-GCN Training with Graph Summarization	Mar 5, 2022	Knowledge Graphs	—Unverified
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning	Mar 5, 2022	Anomaly DetectionGraph Classification	—Unverified
Pattern Recognition and Event Detection on IoT Data-streams	Mar 2, 2022	Event DetectionKnowledge Graphs	—Unverified
PKGM: A Pre-trained Knowledge Graph Model for E-commerce Application	Mar 2, 2022	Knowledge GraphsSequential Recommendation	—Unverified
Dual Embodied-Symbolic Concept Representations for Deep Learning	Mar 1, 2022	class-incremental learningClass Incremental Learning	—Unverified
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs	Mar 1, 2022	Knowledge GraphsQuestion Answering	—Unverified
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach	Feb 23, 2022	ArticlesKnowledge Graphs	—Unverified
Rule Mining over Knowledge Graphs via Reinforcement Learning	Feb 21, 2022	Knowledge Graphsreinforcement-learning	—Unverified
MixKG: Mixing for harder negative samples in knowledge graph	Feb 19, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified

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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