Distance-Enhanced Graph Neural Network for Link Prediction May 20, 2021 Graph Neural Network Link Prediction
Code Code Available Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs Oct 22, 2021 Knowledge Graphs Link Prediction
Code Code Available Convolutional 2D Knowledge Graph Embeddings Jul 5, 2017 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available Convolutional Complex Knowledge Graph Embeddings Aug 7, 2020 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs Jun 17, 2024 Dynamic graph embedding Edge Classification
Code Code Available COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts Jul 11, 2022 Link Prediction Text Detection
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 MGAE: Masked Autoencoders for Self-Supervised Learning on Graphs Jan 7, 2022 Decoder Graph Neural Network
Code Code Available Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Nov 11, 2020 Knowledge Graph Completion Link Prediction
Code Code Available Modeling Dynamic Heterogeneous Network for Link Prediction using Hierarchical Attention with Temporal RNN Apr 1, 2020 Link Prediction Network Embedding
Code Code Available Enhancing Graph Representation Learning with Localized Topological Features Jan 15, 2025 Graph Learning Graph Representation Learning
Code Code Available Correlated Variational Auto-Encoders May 14, 2019 Clustering Link Prediction
Code Code Available Learning from Counterfactual Links for Link Prediction Jun 3, 2021 Causal Inference counterfactual
Code Code Available Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs Dec 31, 2023 Image Classification Knowledge Graphs
Code Code Available MOTIVE: A Drug-Target Interaction Graph For Inductive Link Prediction Jun 12, 2024 Drug Discovery Inductive Link Prediction
Code Code Available MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian Sep 1, 2022 Graph Neural Network Link Prediction
Code Code Available LPFormer: An Adaptive Graph Transformer for Link Prediction Oct 17, 2023 Inductive Bias Link Prediction
Code Code Available Multiplex Bipartite Network Embedding using Dual Hypergraph Convolutional Networks Feb 12, 2021 Link Prediction Network Embedding
Code Code Available Multi-Relational Embedding for Knowledge Graph Representation and Analysis Sep 28, 2020 Computational Efficiency Graph Embedding
Code Code Available Multiresolution Equivariant Graph Variational Autoencoder Jun 2, 2021 Graph Generation Image Generation
Code Code Available CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object Tracking Jun 12, 2021 Link Prediction Multiple Object Tracking
Code Code Available CSGCL: Community-Strength-Enhanced Graph Contrastive Learning May 8, 2023 Attribute Contrastive Learning
Code Code Available MultiVERSE: a multiplex and multiplex-heterogeneous network embedding approach Aug 23, 2020 Clustering Community Detection
Code Code Available Analogical Inference Enhanced Knowledge Graph Embedding Jan 3, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available NESS: Node Embeddings from Static SubGraphs Mar 15, 2023 Contrastive Learning Graph Embedding
Code Code Available Neural Common Neighbor with Completion for Link Prediction Feb 2, 2023 Link Prediction Prediction
Code Code Available Neural Factorization Machines for Sparse Predictive Analytics Aug 16, 2017 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 Representation Learning for Attributed Multiplex Heterogeneous Network May 5, 2019 Graph Embedding Inductive Learning
Code Code Available NeuralLog: a Neural Logic Language May 4, 2021 Link Prediction Prediction
Code Code Available Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphs Mar 18, 2021 Benchmarking Knowledge Graphs
Code Code Available DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing Jul 18, 2022 Attribute Entity Typing
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 Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available A Unified Lottery Ticket Hypothesis for Graph Neural Networks Feb 12, 2021 Link Prediction Node Classification
Code Code Available Event Prediction using Case-Based Reasoning over Knowledge Graphs Sep 21, 2023 Inductive Link Prediction Knowledge Graphs
Code Code Available Fast Network Embedding Enhancement via High Order Proximity Approximation May 13, 2020 Dimensionality Reduction Link Prediction
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 PairRE: Knowledge Graph Embeddings via Paired Relation Vectors Nov 7, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Mar 27, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available DynWalks: Global Topology and Recent Changes Awareness Dynamic Network Embedding Jul 27, 2019 Graph Reconstruction Link 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 Parallel Training of Knowledge Graph Embedding Models: A Comparison of Techniques Nov 1, 2021 Graph Embedding Knowledge Graph Completion
Code Code Available AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Apr 26, 2019 AutoML Graph Embedding
Code Code Available Global Self-Attention as a Replacement for Graph Convolution Aug 7, 2021 Edge Classification Graph Classification
Code Code Available Persona2vec: A Flexible Multi-role Representations Learning Framework for Graphs Jun 4, 2020 Graph Embedding Graph Mining
Code Code Available PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding Reasoning Apr 29, 2022 Entity Typing Graph Embedding
Code Code Available Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Sep 15, 2020 Clustering Graph Representation Learning
Code Code Available Keep It Simple: Graph Autoencoders Without Graph Convolutional Networks Oct 2, 2019 Clustering Link Prediction
Code Code Available 