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Graph Embedding

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

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Papers

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Showing 1–50 of 1192 papers

TitleStatusHype
PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell ModelingCode3
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and MultimodalCode3
A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge GraphsCode3
Combinatorial Optimization with Automated Graph Neural NetworksCode2
KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World KnowledgeCode2
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of ExpertsCode2
VEXIR2Vec: An Architecture-Neutral Embedding Framework for Binary SimilarityCode2
Multimodal Analogical Reasoning over Knowledge GraphsCode2
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language ModelsCode2
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge GraphsCode2
CogDL: A Comprehensive Library for Graph Deep LearningCode2
PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph EmbeddingsCode2
Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified FrameworkCode2
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsCode2
The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and TransferabilityCode2
k-Graph: A Graph Embedding for Interpretable Time Series ClusteringCode1
LiDAR Loop Closure Detection using Semantic Graphs with Graph Attention NetworksCode1
Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge GraphsCode1
Interpreting single-cell and spatial omics data using deep neural network training dynamicsCode1
Knowledge Graph Embedding by Normalizing FlowsCode1
Simple but Effective Compound Geometric Operations for Temporal Knowledge Graph CompletionCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
UniGLM: Training One Unified Language Model for Text-Attributed Graph EmbeddingCode1
Generalizing Knowledge Graph Embedding with Universal Orthogonal ParameterizationCode1
Towards Continual Knowledge Graph Embedding via Incremental DistillationCode1
scCDCG: Efficient Deep Structural Clustering for single-cell RNA-seq via Deep Cut-informed Graph EmbeddingCode1
Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural NetworkCode1
Graph Dual-stream Convolutional Attention Fusion for Precipitation NowcastingCode1
Tumor Micro-environment Interactions Guided Graph Learning for Survival Analysis of Human Cancers from Whole-slide Pathological ImagesCode1
LGMRec: Local and Global Graph Learning for Multimodal RecommendationCode1
Stockformer: A Price-Volume Factor Stock Selection Model Based on Wavelet Transform and Multi-Task Self-Attention NetworksCode1
Contrastive Deep Nonnegative Matrix Factorization for Community DetectionCode1
Relation-aware Ensemble Learning for Knowledge Graph EmbeddingCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Topological Node2vec: Enhanced Graph Embedding via Persistent HomologyCode1
A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule LearningCode1
Spherical and Hyperbolic Toric Topology-Based Codes On Graph Embedding for Ising MRF Models: Classical and Quantum Topology Machine LearningCode1
CausE: Towards Causal Knowledge Graph EmbeddingCode1
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation RotationCode1
Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInECode1
InGram: Inductive Knowledge Graph Embedding via Relation GraphsCode1
Node Embedding from Neural Hamiltonian Orbits in Graph Neural NetworksCode1
Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with TransformersCode1
How to Turn Your Knowledge Graph Embeddings into Generative ModelsCode1
Friendly Neighbors: Contextualized Sequence-to-Sequence Link PredictionCode1
Synergistic Graph Fusion via Encoder EmbeddingCode1
SGFormer: Semantic Graph Transformer for Point Cloud-based 3D Scene Graph GenerationCode1
NESS: Node Embeddings from Static SubGraphsCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified