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 501550 of 1192 papers

TitleStatusHype
Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social ContextsCode0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph DescriptionCode0
Balancing Graph Embedding Smoothness in Self-Supervised Learning via Information-Theoretic DecompositionCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Balancing between the Local and Global Structures (LGS) in Graph EmbeddingCode0
Unify Local and Global Information for Top-N RecommendationCode0
Hierarchical stochastic graphlet embedding for graph-based pattern recognitionCode0
GraphZoom: A multi-level spectral approach for accurate and scalable graph embeddingCode0
Development of a Knowledge Graph Embeddings Model for PainCode0
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder IdentificationCode0
An Attention-based Graph Neural Network for Heterogeneous Structural LearningCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
FILDNE: A Framework for Incremental Learning of Dynamic Networks EmbeddingsCode0
Detect Camouflaged Spam Content via StoneSkipping: Graph and Text Joint Embedding for Chinese Character Variation RepresentationCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Independent Distribution Regularization for Private Graph EmbeddingCode0
Detect All Abuse! Toward Universal Abusive Language Detection ModelsCode0
Improving (Dis)agreement Detection with Inductive Social Relation Information From Comment-Reply InteractionsCode0
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic HierarchyCode0
Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph EmbeddingCode0
Automatic selection of clustering algorithms using supervised graph embeddingCode0
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive LearningCode0
HetReGAT-FC: heterogeneous residual graph attention network via feature completionCode0
HGV4Risk: Hierarchical Global View-guided Sequence Representation Learning for Risk PredictionCode0
Hierarchical Aggregations for High-Dimensional Multiplex Graph EmbeddingCode0
Hierarchical Latent Relation Modeling for Collaborative Metric LearningCode0
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment AnalysisCode0
Identifying Conspiracy Theories News based on Event Relation GraphCode0
Hyperparameter-free and Explainable Whole Graph EmbeddingCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product ManifoldCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding RepresentationsCode0
HopfE: Knowledge Graph Representation Learning using Inverse Hopf FibrationsCode0
Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral EmbeddingCode0
Privacy-Preserving Graph Embedding based on Local Differential PrivacyCode0
GREG: A Global Level Relation Extraction with Knowledge Graph Embedding0
Grassmann Graph Embedding0
Degree-Based Random Walk Approach for Graph Embedding0
AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding0
Deep Reinforcement Learning for Electric Vehicle Routing Problem with Time Windows0
Graph U-Net0
GraphTTS: graph-to-sequence modelling in neural text-to-speech0
Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification0
Authorship Recognition with Short-Text using Graph-based Techniques0
Graph Similarities and Dual Approach for Sequential Text-to-Image Retrieval0
Graph Representation Learning on Tissue-Specific Multi-Omics0
Deep Manifold Graph Auto-Encoder for Attributed Graph Embedding0
Graph Relation Aware Continual Learning0
Deep Learning on Knowledge Graph for Recommender System: A Survey0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified