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 2551–2560 of 2974 papers

Title	Date	Tasks	Status
The Tensor Brain: Semantic Decoding for Perception and Memory	Jan 29, 2020	Knowledge Graphs	—Unverified
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning	Jan 26, 2020	Algorithmic TradingDeep Reinforcement Learning	—Unverified
A Neural Architecture for Person Ontology population	Jan 22, 2020	ClassificationGeneral Classification	—Unverified
A Physical Embedding Model for Knowledge Graphs	Jan 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Knowledge Graphs for Innovation Ecosystems	Jan 9, 2020	Knowledge Graphs	—Unverified
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs	Jan 9, 2020	Common Sense ReasoningFact Checking	—Unverified
Quantum Machine Learning Algorithm for Knowledge Graphs	Jan 4, 2020	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Knowledge Graph Embedding via Graph Attenuated Attention Networks	Dec 31, 2019	Graph EmbeddingKnowledge Base Completion	—Unverified
What Does My QA Model Know? Devising Controlled Probes using Expert Knowledge	Dec 31, 2019	General KnowledgeKnowledge Graphs	CodeCode Available
Using ConceptNet to Teach Common Sense to an Automated Theorem Prover	Dec 30, 2019	Common Sense ReasoningKnowledge Graphs	—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