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 51100 of 1192 papers

TitleStatusHype
Adaptive Graph Auto-Encoder for General Data ClusteringCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
Graph-Embedding Empowered Entity RetrievalCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
GraphSAINT: Graph Sampling Based Inductive Learning MethodCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes AnalysisCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on GraphsCode1
Contrastive Laplacian EigenmapsCode1
Deep Hypergraph U-Net for Brain Graph Embedding and ClassificationCode1
Composition-based Multi-Relational Graph Convolutional NetworksCode1
Adversarial Directed Graph EmbeddingCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Deep Learning for Community Detection: Progress, Challenges and OpportunitiesCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
Expressive Power of Invariant and Equivariant Graph Neural NetworksCode1
Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link PredictionCode1
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement LearningCode1
Adversarial Graph Embeddings for Fair Influence Maximization over Social NetworksCode1
An Unsupervised Framework for Comparing Graph EmbeddingsCode1
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Adversarial Privacy Preserving Graph Embedding against Inference AttackCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule LearningCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Approximating Network Centrality Measures Using Node Embedding and Machine LearningCode1
Disentangle-based Continual Graph Representation LearningCode1
Distributed-Memory Sparse Kernels for Machine LearningCode1
ECLARE: Extreme Classification with Label Graph CorrelationsCode1
CausE: Towards Causal Knowledge Graph EmbeddingCode1
Efficient, Simple and Automated Negative Sampling for Knowledge Graph EmbeddingCode1
A Representation Learning Framework for Property GraphsCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
Evaluating Node Embeddings of Complex NetworksCode1
Explaining Neural Matrix Factorization with Gradient RollbackCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
Fast Sequence Based Embedding with Diffusion GraphsCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph CompletionCode1
FusedMM: A Unified SDDMM-SpMM Kernel for Graph Embedding and Graph Neural NetworksCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
AirObject: A Temporally Evolving Graph Embedding for Object IdentificationCode1
CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous KnowledgeCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified