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 10511100 of 1192 papers

TitleStatusHype
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational InferenceCode0
Hyperparameter-free and Explainable Whole Graph EmbeddingCode0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Identifying Conspiracy Theories News based on Event Relation GraphCode0
Improving (Dis)agreement Detection with Inductive Social Relation Information From Comment-Reply InteractionsCode0
Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph EmbeddingCode0
Improving Heterogeneous Graph Learning with Weighted Mixed-Curvature Product ManifoldCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive LearningCode0
FILDNE: A Framework for Incremental Learning of Dynamic Networks EmbeddingsCode0
Independent Distribution Regularization for Private Graph EmbeddingCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Integrating Network Embedding and Community Outlier Detection via Multiclass Graph DescriptionCode0
HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph EmbeddingCode0
Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social ContextsCode0
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?Code0
Item-Graph2vec: a Efficient and Effective Approach using Item Co-occurrence Graph Embedding for Collaborative FilteringCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Knowledge Graph Embedding by Translating on HyperplanesCode0
Knowledge Graph Embedding for Ecotoxicological Effect PredictionCode0
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy TasksCode0
Knowledge Graph Embedding via Dynamic Mapping MatrixCode0
Knowledge Graph Embedding with 3D Compound Geometric TransformationsCode0
Knowledge Graph Embedding with Atrous Convolution and Residual LearningCode0
Knowledge Graph Embedding with Iterative Guidance from Soft RulesCode0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor FactorizationCode0
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
Laplacian Canonization: A Minimalist Approach to Sign and Basis Invariant Spectral EmbeddingCode0
Learning a Patent-Informed Biomedical Knowledge Graph Reveals Technological Potential of Drug Repositioning CandidatesCode0
Learning Combinatorial Optimization Algorithms over GraphsCode0
Learning graph representations of biochemical networks and its application to enzymatic link predictionCode0
From Node Embedding To Community Embedding : A Hyperbolic ApproachCode0
Learning grounded word meaning representations on similarity graphsCode0
Learning Hierarchy-Aware Quaternion Knowledge Graph Embeddings with Representing Relations as 3D RotationsCode0
Learning multi-resolution representations of research patterns in bibliographic networksCode0
Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge GraphCode0
Learning Representations using Spectral-Biased Random Walks on GraphsCode0
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Leveraging Wikidata's edit history in knowledge graph refinement tasksCode0
Linking Theories and Methods in Cognitive Sciences via Joint Embedding of the Scientific Literature: The Example of Cognitive ControlCode0
LinkLogic: A New Method and Benchmark for Explainable Knowledge Graph PredictionsCode0
Privacy-Preserving Graph Embedding based on Local Differential PrivacyCode0
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph EmbeddingCode0
Massively Parallel Graph Drawing and Representation LearningCode0
MetaFill: Text Infilling for Meta-Path Generation on Heterogeneous Information NetworksCode0
MILE: A Multi-Level Framework for Scalable Graph EmbeddingCode0
MIPO: Mutual Integration of Patient Journey and Medical Ontology for Healthcare Representation LearningCode0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified