An AMR-based Link Prediction Approach for Document-level Event Argument Extraction May 30, 2023 Abstract Meaning Representation Event Argument Extraction
Code Code Available Node Embedding from Neural Hamiltonian Orbits in Graph Neural Networks May 30, 2023 Graph Embedding Link Prediction
Code Code Available Confidence-Based Feature Imputation for Graphs with Partially Known Features May 26, 2023 Graph Learning Imputation
Code Code Available How to Turn Your Knowledge Graph Embeddings into Generative Models May 25, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings May 23, 2023 Community Detection Contrastive Learning
Code Code Available To Copy Rather Than Memorize: A Vertical Learning Paradigm for Knowledge Graph Completion May 23, 2023 Knowledge Graph Completion Link Prediction
Code Code Available SciMON: Scientific Inspiration Machines Optimized for Novelty May 23, 2023 Contextualized Literature-based Discovery Link Prediction
Code Code Available Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning May 22, 2023 Knowledge Graph Completion Knowledge Graphs
Code Code Available Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction May 22, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available DRew: Dynamically Rewired Message Passing with Delay May 13, 2023 Graph Classification Graph Regression
Code Code Available HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level May 11, 2023 Attribute Knowledge Graphs
Code Code Available CSGCL: Community-Strength-Enhanced Graph Contrastive Learning May 8, 2023 Attribute Contrastive Learning
Code Code Available HGWaveNet: A Hyperbolic Graph Neural Network for Temporal Link Prediction Apr 14, 2023 Graph Neural Network Link Prediction
Code Code Available Sheaf4Rec: Sheaf Neural Networks for Graph-based Recommender Systems Apr 7, 2023 Collaborative Filtering Link Prediction
Code Code Available Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases Mar 26, 2023 Link Prediction Logical Reasoning
Code Code Available Link Prediction for Flow-Driven Spatial Networks Mar 25, 2023 Link Prediction Prediction
Code Code Available EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available IMF: Interactive Multimodal Fusion Model for Link Prediction Mar 20, 2023 Contrastive Learning Knowledge Graphs
Code Code Available NESS: Node Embeddings from Static SubGraphs Mar 15, 2023 Contrastive Learning Graph Embedding
Code Code Available Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction Mar 1, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available You Only Transfer What You Share: Intersection-Induced Graph Transfer Learning for Link Prediction Feb 27, 2023 Link Prediction Transfer Learning
Code Code Available PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction Feb 24, 2023 Graph Neural Network Link Prediction
Code Code Available Link Prediction on Latent Heterogeneous Graphs Feb 21, 2023 Link Prediction Prediction
Code Code Available Edgeformers: Graph-Empowered Transformers for Representation Learning on Textual-Edge Networks Feb 21, 2023 Edge Classification Link Prediction
Code Code Available Modeling Polypharmacy and Predicting Drug-Drug Interactions using Deep Generative Models on Multimodal Graphs Feb 17, 2023 Link Prediction
Code Code Available Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction Feb 6, 2023 Data Augmentation Graph Embedding
Code Code Available A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs Feb 4, 2023 Knowledge Graphs Link Prediction
Code Code Available Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding Feb 3, 2023 Entity Embeddings Graph Embedding
Code Code Available Neural Common Neighbor with Completion for Link Prediction Feb 2, 2023 Link Prediction Prediction
Code Code Available Simplifying Subgraph Representation Learning for Scalable Link Prediction Jan 29, 2023 Graph Classification Graph Learning
Code Code Available GIPA: A General Information Propagation Algorithm for Graph Learning Jan 19, 2023 Attribute feature selection
Code Code Available Sem@K: Is my knowledge graph embedding model semantic-aware? Jan 13, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available Analogical Inference Enhanced Knowledge Graph Embedding Jan 3, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available Generative Graph Neural Networks for Link Prediction Dec 31, 2022 Link Prediction Prediction
Code Code Available Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection Dec 23, 2022 Link Prediction
Code Code Available A Retrieve-and-Read Framework for Knowledge Graph Link Prediction Dec 19, 2022 Knowledge Graph Completion Link Prediction
Code Code Available Non-IID Transfer Learning on Graphs Dec 15, 2022 Generalization Bounds GRAPH DOMAIN ADAPTATION
Code Code Available MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks Nov 23, 2022 Computational Efficiency Graph Neural Network
Code Code Available Search Behavior Prediction: A Hypergraph Perspective Nov 23, 2022 Link Prediction Prediction
Code Code Available BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph Completion Nov 22, 2022 Graph Embedding Knowledge Graph Completion
Code Code Available New Frontiers in Graph Autoencoders: Joint Community Detection and Link Prediction Nov 16, 2022 Community Detection Link Prediction
Code Code Available Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs Nov 15, 2022 Graph Mining Link Prediction
Code Code Available FedRule: Federated Rule Recommendation System with Graph Neural Networks Nov 13, 2022 Link Prediction Recommendation Systems
Code Code Available Self-Supervised Graph Structure Refinement for Graph Neural Networks Nov 12, 2022 Contrastive Learning GPU
Code Code Available KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Nov 4, 2022 Fraud Detection Knowledge Graph Completion
Code Code Available Search to Pass Messages for Temporal Knowledge Graph Completion Oct 30, 2022 Graph Neural Network Knowledge Graph Completion
Code Code Available PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Oct 25, 2022 Knowledge Graph Completion Link Prediction
Code Code Available RulE: Knowledge Graph Reasoning with Rule Embedding Oct 24, 2022 Graph Embedding Knowledge Graph Embedding
Code Code Available A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges Oct 21, 2022 Benchmarking Community Detection
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