SOTAVerified

Graph Embedding

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

( Image credit: GAT )

Papers

Showing 201250 of 1192 papers

TitleStatusHype
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInECode1
Fast Sequence-Based Embedding with Diffusion GraphsCode1
Fast Sequence Based Embedding with Diffusion GraphsCode1
Differentially Private Federated Knowledge Graphs EmbeddingCode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
Inductive Representation Learning on Temporal GraphsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
k-Graph: A Graph Embedding for Interpretable Time Series ClusteringCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
LouvainNE: Hierarchical Louvain Method for High Quality and Scalable Network EmbeddingCode1
Contrastive Laplacian EigenmapsCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
funcGNN: A Graph Neural Network Approach to Program SimilarityCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph EmbeddingsCode1
Stockformer: A Price-Volume Factor Stock Selection Model Based on Wavelet Transform and Multi-Task Self-Attention NetworksCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Synergistic Graph Fusion via Encoder EmbeddingCode1
Knowledge Embedding Based Graph Convolutional NetworkCode1
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
Relation-aware Ensemble Learning for Knowledge Graph EmbeddingCode1
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality ReductionCode1
TIGER: Temporal Interaction Graph Embedding with RestartsCode1
HetReGAT-FC: heterogeneous residual graph attention network via feature completionCode0
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk PredictionCode0
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment AnalysisCode0
GraphZoom: A multi-level spectral approach for accurate and scalable graph embeddingCode0
Hierarchical Aggregations for High-Dimensional Multiplex Graph EmbeddingCode0
Graph U-NetsCode0
DeepE: a deep neural network for knowledge graph embeddingCode0
GraphVAE: Towards Generation of Small Graphs Using Variational AutoencodersCode0
Graph Representation Learning Beyond Node and HomophilyCode0
Deep Clustering by Gaussian Mixture Variational Autoencoders With Graph EmbeddingCode0
Graph Representation Ensemble LearningCode0
Graph Representation Learning via Hard and Channel-Wise Attention NetworksCode0
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation LearningCode0
Hierarchical Latent Relation Modeling for Collaborative Metric LearningCode0
Attributed Graph Clustering: A Deep Attentional Embedding ApproachCode0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Graph Representation Learning: A SurveyCode0
Decompressing Knowledge Graph Representations for Link PredictionCode0
Accurate, Efficient and Scalable Graph EmbeddingCode0
Graph Embedding Techniques, Applications, and Performance: A SurveyCode0
An Adversarial Transfer Network for Knowledge Representation LearningCode0
Graph Embedding on Biomedical Networks: Methods, Applications, and EvaluationsCode0
AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention MechanismCode0
DAGCN: Dual Attention Graph Convolutional NetworksCode0
Graph Embedding Augmented Skill Rating SystemCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified