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 2226–2250 of 2974 papers

Title	Date	Tasks	Status	Hype
How to Train Your Agent to Read and Write	Jan 4, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	1
Topology-aware Tensor Decomposition for Meta-graph Learning	Jan 4, 2021	Graph LearningKnowledge Graphs	—Unverified	0
KM-BART: Knowledge Enhanced Multimodal BART for Visual Commonsense Generation	Jan 2, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Towards a Linking between WordNet and Wikidata	Jan 1, 2021	Knowledge Graphs	—Unverified	0
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs	Jan 1, 2021	Graph Representation LearningKnowledge Graphs	—Unverified	0
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs	Jan 1, 2021	Knowledge Graphs	—Unverified	0
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural Networks	Jan 1, 2021	Continual LearningKnowledge Graphs	CodeCode Available	1
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning	Jan 1, 2021	Knowledge GraphsNatural Language Inference	—Unverified	0
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs	Jan 1, 2021	Knowledge GraphsWord Embeddings	—Unverified	0
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search	Jan 1, 2021	Knowledge GraphsNeural Architecture Search	—Unverified	0
Box-To-Box Transformation for Modeling Joint Hierarchies	Jan 1, 2021	Knowledge Graphs	—Unverified	0
xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future Links	Dec 31, 2020	Graph Representation LearningKnowledge Graphs	CodeCode Available	1
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse Relations	Dec 31, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	0
Self-Supervised Hyperboloid Representations from Logical Queries over Knowledge Graphs	Dec 23, 2020	Anomaly DetectionArticles	CodeCode Available	1
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction	Dec 22, 2020	Knowledge GraphsLink Prediction	—Unverified	0
Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019	Dec 22, 2020	Common Sense ReasoningKnowledge Graphs	—Unverified	0
CSKG: The CommonSense Knowledge Graph	Dec 21, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion	Dec 19, 2020	DecoderKnowledge Graph Completion	—Unverified	0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection	Dec 19, 2020	Common Sense ReasoningConditional Text Generation	—Unverified	0
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure	Dec 18, 2020	Drug DiscoveryGraph Representation Learning	—Unverified	0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction	Dec 17, 2020	Drug DiscoveryGraph Attention	CodeCode Available	0
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1
Investigating ADR mechanisms with knowledge graph mining and explainable AI	Dec 16, 2020	Explainable ModelsGraph Mining	—Unverified	0
Communicative Message Passing for Inductive Relation Reasoning	Dec 16, 2020	Inductive BiasInductive Relation Prediction	CodeCode Available	1
Knowledge Graphs in Manufacturing and Production: A Systematic Literature Review	Dec 16, 2020	Knowledge GraphsSystematic Literature Review	—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