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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 351–375 of 1192 papers

TitleStatusHype
Are Graph Embeddings the Panacea? An Empirical Survey from the Data Fitness PerspectiveCode0
CausalLP: Learning causal relations with weighted knowledge graph link predictionCode0
Sharing Parameter by Conjugation for Knowledge Graph Embeddings in Complex SpaceCode0
Hyperbolic Heterogeneous Graph Attention Networks—0
Survey on Embedding Models for Knowledge Graph and its Applications—0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
Milgram's experiment in the knowledge space: Individual navigation strategies—0
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion—0
HeteroMILE: a Multi-Level Graph Representation Learning Framework for Heterogeneous Graphs—0
CDIMC-net: Cognitive Deep Incomplete Multi-view Clustering Network—0
MPXGAT: An Attention based Deep Learning Model for Multiplex Graphs EmbeddingCode0
Temporal Graph Networks for Graph Anomaly Detection in Financial Networks—0
Open Knowledge Base Canonicalization with Multi-task Learning—0
TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models—0
PowerFlowMultiNet: Multigraph Neural Networks for Unbalanced Three-Phase Distribution Systems—0
Negative Sampling in Knowledge Graph Representation Learning: A Review—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
SAGMAN: Stability Analysis of Graph Neural Networks on the Manifolds—0
MQuinE: a cure for "Z-paradox" in knowledge graph embedding models—0
DGNN: Decoupled Graph Neural Networks with Structural Consistency between Attribute and Graph Embedding RepresentationsCode0
Spoofing Detection in the Physical Layer with Graph Neural Networks—0
Temporal Link Prediction Using Graph Embedding DynamicsCode0
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Deep Manifold Graph Auto-Encoder for Attributed Graph Embedding—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified