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
Collaborative Translational Metric LearningCode1
CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous KnowledgeCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality ReductionCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement LearningCode1
DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention NetworkCode1
Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on GraphsCode1
Distributed-Memory Sparse Kernels for Machine LearningCode1
DeepSoCS: A Neural Scheduler for Heterogeneous System-on-Chip (SoC) Resource SchedulingCode1
Bilinear Scoring Function Search for Knowledge Graph LearningCode1
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
ECLARE: Extreme Classification with Label Graph CorrelationsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Contrastive Laplacian EigenmapsCode1
DeepGG: a Deep Graph GeneratorCode1
Adversarial Directed Graph EmbeddingCode1
AutoSF: Searching Scoring Functions for Knowledge Graph EmbeddingCode1
Adversarial Graph Embeddings for Fair Influence Maximization over Social NetworksCode1
An Unsupervised Framework for Comparing Graph EmbeddingsCode1
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity TypingCode1
Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic SpaceCode1
Adversarially Regularized Graph Autoencoder for Graph EmbeddingCode1
Disentangle-based Continual Graph Representation LearningCode1
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
Efficient Non-Sampling Knowledge Graph EmbeddingCode1
Approximating Network Centrality Measures Using Node Embedding and Machine LearningCode1
BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph CompletionCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Bipartite Graph Embedding via Mutual Information MaximizationCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
A Representation Learning Framework for Property GraphsCode1
ARM3D: Attention-based relation module for indoor 3D object detectionCode1
Boosting Graph Embedding on a Single GPUCode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain ConnectivityCode1
Force2Vec: Parallel force-directed graph embeddingCode1
Cleora: A Simple, Strong and Scalable Graph Embedding SchemeCode1
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
Expressive Power of Invariant and Equivariant Graph Neural NetworksCode1
CausE: Towards Causal Knowledge Graph EmbeddingCode1
AirObject: A Temporally Evolving Graph Embedding for Object IdentificationCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified