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Graph Embedding

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

( Image credit: GAT )

Papers

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Showing 201–250 of 1192 papers

TitleStatusHype
Item-Graph2vec: a Efficient and Effective Approach using Item Co-occurrence Graph Embedding for Collaborative FilteringCode0
Enhancing the Performance of Automated Grade Prediction in MOOC using Graph Representation LearningCode0
Privacy-Preserving Graph Embedding based on Local Differential PrivacyCode0
Efficiently Visualizing Large GraphsCode0
Node-based Knowledge Graph Contrastive Learning for Medical Relationship PredictionCode0
Negative Sampling with Adaptive Denoising Mixup for Knowledge Graph EmbeddingCode0
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
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive LearningCode0
Multidimensional Hopfield Networks for clustering—0
Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings AugmentationCode0
ForeSeer: Product Aspect Forecasting Using Temporal Graph Embedding—0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
Graph Neural Network for Stress Predictions in Stiffened Panels Under Uniform Loading—0
Knowledge Graph Embedding: An Overview—0
Model-based Subsampling for Knowledge Graph CompletionCode0
Topological Node2vec: Enhanced Graph Embedding via Persistent HomologyCode1
Force-directed graph embedding with hops distanceCode0
A parameterised model for link prediction using node centrality and similarity measure based on graph embedding—0
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational InferenceCode0
Graph-Based Interaction-Aware Multimodal 2D Vehicle Trajectory Prediction using Diffusion Graph Convolutional Networks—0
Learning a Patent-Informed Biomedical Knowledge Graph Reveals Technological Potential of Drug Repositioning CandidatesCode0
Knowledge Graph Embeddings for Multi-Lingual Structured Representations of Radiology Reports—0
Companion Animal Disease Diagnostics based on Literal-aware Medical Knowledge Graph Representation LearningCode0
Balancing between the Local and Global Structures (LGS) in Graph EmbeddingCode0
RESTORE: Graph Embedding Assessment Through Reconstruction—0
SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph EmbeddingCode0
Graph isomorphism UNetCode0
DySuse: Susceptibility Estimation in Dynamic Social Networks—0
Development of a Knowledge Graph Embeddings Model for PainCode0
Independent Distribution Regularization for Private Graph EmbeddingCode0
Graph Relation Aware Continual Learning—0
A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule LearningCode1
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?—0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Literal-Aware Knowledge Graph Embedding for Welding Quality Monitoring: A Bosch Case—0
Graph Embedding Dynamic Feature-based Supervised Contrastive Learning of Transient Stability for Changing Power Grid Topologies—0
An Efficient Recommendation System in E-commerce using Passer learning optimization based on Bi-LSTM—0
MRA-GNN: Minutiae Relation-Aware Model over Graph Neural Network for Fingerprint Embedding—0
Spherical and Hyperbolic Toric Topology-Based Codes On Graph Embedding for Ising MRF Models: Classical and Quantum Topology Machine LearningCode1
HUGE: Huge Unsupervised Graph Embeddings with TPUs—0
CTAGE: Curvature-Based Topology-Aware Graph Embedding for Learning Molecular Representations—0
Fast Knowledge Graph Completion using Graphics Processing Units—0
CausE: Towards Causal Knowledge Graph EmbeddingCode1
Graph Embedded Intuitionistic Fuzzy Random Vector Functional Link Neural Network for Class Imbalance LearningCode0
GRAN is superior to GraphRNN: node orderings, kernel- and graph embeddings-based metrics for graph generatorsCode0
IntelliGraphs: Datasets for Benchmarking Knowledge Graph GenerationCode1
Source-Aware Embedding Training on Heterogeneous Information Networks—0
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product ManifoldCode0
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformersCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified