SOTAVerified

Graph Embedding

Graph embeddings learn a mapping from a network to a vector space, while preserving relevant network properties.

( Image credit: GAT )

Papers

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Showing 451–475 of 1192 papers

TitleStatusHype
Augmenting Knowledge Graphs for Better Link PredictionCode0
Cluster Algebras: Network Science and Machine LearningCode0
Improving Question Answering over Knowledge Graphs Using Graph Summarization—0
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality ReductionCode1
Sequence-to-Sequence Knowledge Graph Completion and Question AnsweringCode1
Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference—0
ECOLA: Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations—0
Context-Dependent Anomaly Detection with Knowledge Graph Embedding Models—0
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
Linking Theories and Methods in Cognitive Sciences via Joint Embedding of the Scientific Literature: The Example of Cognitive ControlCode0
MoReL: Multi-omics Relational Learning—0
Distributed-Memory Sparse Kernels for Machine LearningCode1
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge GraphsCode3
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings—0
ModulE: Module Embedding for Knowledge Graphs—0
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language ModelsCode2
Graph Representation Learning Beyond Node and HomophilyCode0
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge GraphsCode2
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
MixKG: Mixing for harder negative samples in knowledge graph—0
HousE: Knowledge Graph Embedding with Householder ParameterizationCode1
STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation—0
Robust Graph Representation Learning for Local Corruption RecoveryCode0
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified