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 251300 of 1192 papers

TitleStatusHype
Spectral Journey: How Transformers Predict the Shortest Path0
A Geometric Perspective for High-Dimensional Multiplex GraphsCode0
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts0
Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model0
Reducing the Sensitivity of Neural Physics Simulators to Mesh Topology via Pretraining0
Large Language Models for Knowledge Graph Embedding Techniques, Methods, and Challenges: A Survey0
SafePowerGraph-LLM: Novel Power Grid Graph Embedding and Optimization with Large Language Models0
Structure-Preference Enabled Graph Embedding Generation under Differential PrivacyCode0
Adaptive Homophily Clustering: Structure Homophily Graph Learning with Adaptive Filter for Hyperspectral Image0
GAN-TAT: A Novel Framework Using Protein Interaction Networks in Druggable Gene IdentificationCode0
Efficient Relational Context Perception for Knowledge Graph Completion0
Exploring Graph Mamba: A Comprehensive Survey on State-Space Models for Graph Learning0
Cross-Attention Graph Neural Networks for Inferring Gene Regulatory Networks with Skewed Degree DistributionCode0
Two Layer Walk: A Community-Aware Graph EmbeddingCode0
A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers0
A Survey on Knowledge Graph Structure and Knowledge Graph Embeddings0
Predictive Query-based Pipeline for Graph Data0
From communities to interpretable network and word embedding: an unified approach0
Non-Progressive Influence Maximization in Dynamic Social Networks0
Prediction of Occluded Pedestrians in Road Scenes using Human-like Reasoning: Insights from the OccluRoads Dataset0
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional RotationCode0
Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning0
Local Intrinsic Dimensionality for Dynamic Graph Embeddings0
Domain and Range Aware Synthetic Negatives Generation for Knowledge Graph Embedding Models0
Visualization of Knowledge Graphs with Embeddings: an Essay on Recent Trends and Methods0
Scalable Deep Metric Learning on Attributed Graphs0
Multi-Hyperbolic Space-based Heterogeneous Graph Attention Network0
Class Granularity: How richly does your knowledge graph represent the real world?0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs0
Detecting text level intellectual influence with knowledge graph embeddings0
LogSHIELD: A Graph-based Real-time Anomaly Detection Framework using Frequency Analysis0
Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling and Zero-Shot Transfer0
Resilience in Knowledge Graph Embeddings0
Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning0
Multidimensional Knowledge Graph Embeddings for International Trade Flow Analysis0
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph PruningCode0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties0
Trajectory Prediction for Autonomous Driving using Agent-Interaction Graph Embedding0
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples0
Diversified and Adaptive Negative Sampling on Knowledge Graphs0
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs0
Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph EmbeddingCode0
A Pluggable Common Sense-Enhanced Framework for Knowledge Graph Completion0
RiskSEA : A Scalable Graph Embedding for Detecting On-chain Fraudulent Activities on the Ethereum Blockchain0
Whole-Graph Representation Learning For the Classification of Signed NetworksCode0
Optimizing the Induced Correlation in Omnibus Joint Graph Embeddings0
GB-RVFL: Fusion of Randomized Neural Network and Granular Ball Computing0
Self-Supervised Graph Embedding Clustering0
Embedding Knowledge Graph in Function Spaces0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0Unverified