| Spectral Journey: How Transformers Predict the Shortest Path | Feb 12, 2025 | DecoderGraph Embedding | —Unverified | 0 |
| A Geometric Perspective for High-Dimensional Multiplex Graphs | Jan 29, 2025 | Graph Embedding | CodeCode Available | 0 |
| Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts | Jan 26, 2025 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Integrate Temporal Graph Learning into LLM-based Temporal Knowledge Graph Model | Jan 21, 2025 | cross-modal alignmentGraph Embedding | —Unverified | 0 |
| Reducing the Sensitivity of Neural Physics Simulators to Mesh Topology via Pretraining | Jan 16, 2025 | Graph EmbeddingSensitivity | —Unverified | 0 |
| Large Language Models for Knowledge Graph Embedding Techniques, Methods, and Challenges: A Survey | Jan 14, 2025 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| SafePowerGraph-LLM: Novel Power Grid Graph Embedding and Optimization with Large Language Models | Jan 13, 2025 | Graph EmbeddingIn-Context Learning | —Unverified | 0 |
| Structure-Preference Enabled Graph Embedding Generation under Differential Privacy | Jan 7, 2025 | Graph EmbeddingGraph Learning | CodeCode Available | 0 |
| Adaptive Homophily Clustering: Structure Homophily Graph Learning with Adaptive Filter for Hyperspectral Image | Jan 3, 2025 | ClusteringGraph Clustering | —Unverified | 0 |
| GAN-TAT: A Novel Framework Using Protein Interaction Networks in Druggable Gene Identification | Dec 31, 2024 | Graph Embedding | CodeCode Available | 0 |
| Efficient Relational Context Perception for Knowledge Graph Completion | Dec 31, 2024 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Exploring Graph Mamba: A Comprehensive Survey on State-Space Models for Graph Learning | Dec 24, 2024 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| Cross-Attention Graph Neural Networks for Inferring Gene Regulatory Networks with Skewed Degree Distribution | Dec 18, 2024 | Graph Embedding | CodeCode Available | 0 |
| Two Layer Walk: A Community-Aware Graph Embedding | Dec 17, 2024 | Evolutionary AlgorithmsGraph Embedding | CodeCode Available | 0 |
| A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers | Dec 15, 2024 | Computational EfficiencyDynamic graph embedding | —Unverified | 0 |
| A Survey on Knowledge Graph Structure and Knowledge Graph Embeddings | Dec 13, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Predictive Query-based Pipeline for Graph Data | Dec 13, 2024 | Graph Embedding | —Unverified | 0 |
| From communities to interpretable network and word embedding: an unified approach | Dec 11, 2024 | Graph EmbeddingGraph Matching | —Unverified | 0 |
| Non-Progressive Influence Maximization in Dynamic Social Networks | Dec 10, 2024 | Deep Reinforcement LearningDynamic graph embedding | —Unverified | 0 |
| Prediction of Occluded Pedestrians in Road Scenes using Human-like Reasoning: Insights from the OccluRoads Dataset | Dec 9, 2024 | Autonomous DrivingBayesian Inference | —Unverified | 0 |
| Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation | Dec 5, 2024 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 0 |
| Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning | Dec 1, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Local Intrinsic Dimensionality for Dynamic Graph Embeddings | Nov 25, 2024 | Dynamic graph embeddingGraph Embedding | —Unverified | 0 |
| Domain and Range Aware Synthetic Negatives Generation for Knowledge Graph Embedding Models | Nov 22, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Visualization of Knowledge Graphs with Embeddings: an Essay on Recent Trends and Methods | Nov 21, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Scalable Deep Metric Learning on Attributed Graphs | Nov 20, 2024 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| Multi-Hyperbolic Space-based Heterogeneous Graph Attention Network | Nov 18, 2024 | Graph AttentionGraph Embedding | —Unverified | 0 |
| Class Granularity: How richly does your knowledge graph represent the real world? | Nov 10, 2024 | Graph EmbeddingKnowledge Graphs | —Unverified | 0 |
| Fully Hyperbolic Rotation for Knowledge Graph Embedding | Nov 6, 2024 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 0 |
| JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs | Nov 5, 2024 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Detecting text level intellectual influence with knowledge graph embeddings | Oct 31, 2024 | ArticlesGraph Embedding | —Unverified | 0 |
| LogSHIELD: A Graph-based Real-time Anomaly Detection Framework using Frequency Analysis | Oct 29, 2024 | Anomaly DetectionCyber Attack Detection | —Unverified | 0 |
| Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling and Zero-Shot Transfer | Oct 29, 2024 | AllDrug Discovery | —Unverified | 0 |
| Resilience in Knowledge Graph Embeddings | Oct 28, 2024 | Graph EmbeddingInformation Retrieval | —Unverified | 0 |
| Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning | Oct 24, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Multidimensional Knowledge Graph Embeddings for International Trade Flow Analysis | Oct 19, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning | Oct 17, 2024 | Graph Embedding | CodeCode Available | 0 |
| Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties | Oct 16, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Trajectory Prediction for Autonomous Driving using Agent-Interaction Graph Embedding | Oct 15, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples | Oct 14, 2024 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| Diversified and Adaptive Negative Sampling on Knowledge Graphs | Oct 10, 2024 | Graph EmbeddingInformativeness | —Unverified | 0 |
| Inference over Unseen Entities, Relations and Literals on Knowledge Graphs | Oct 9, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Improving Disease Comorbidity Prediction Based on Human Interactome with Biologically Supervised Graph Embedding | Oct 8, 2024 | Graph Embedding | CodeCode Available | 0 |
| A Pluggable Common Sense-Enhanced Framework for Knowledge Graph Completion | Oct 6, 2024 | Common Sense ReasoningGraph Embedding | —Unverified | 0 |
| RiskSEA : A Scalable Graph Embedding for Detecting On-chain Fraudulent Activities on the Ethereum Blockchain | Oct 3, 2024 | Graph Embedding | —Unverified | 0 |
| Whole-Graph Representation Learning For the Classification of Signed Networks | Sep 30, 2024 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 0 |
| Optimizing the Induced Correlation in Omnibus Joint Graph Embeddings | Sep 26, 2024 | Graph Embedding | —Unverified | 0 |
| GB-RVFL: Fusion of Randomized Neural Network and Granular Ball Computing | Sep 25, 2024 | Graph Embedding | —Unverified | 0 |
| Self-Supervised Graph Embedding Clustering | Sep 24, 2024 | ClusteringDimensionality Reduction | —Unverified | 0 |
| Embedding Knowledge Graph in Function Spaces | Sep 23, 2024 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |