A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs Feb 4, 2023 Knowledge Graphs Link Prediction
Code Code Available 5 Event Prediction using Case-Based Reasoning over Knowledge Graphs Sep 21, 2023 Inductive Link Prediction Knowledge Graphs
Code Code Available 5 Convolutional 2D Knowledge Graph Embeddings Jul 5, 2017 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 Convolutional Complex Knowledge Graph Embeddings Aug 7, 2020 Knowledge Graph Embeddings Knowledge Graphs
Code Code Available 5 EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs Feb 26, 2019 Dynamic Link Prediction Edge Classification
Code Code Available 5 COO: Comic Onomatopoeia Dataset for Recognizing Arbitrary or Truncated Texts Jul 11, 2022 Link Prediction Text Detection
Code Code Available 5 EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs Feb 15, 2022 Density Estimation Knowledge Graphs
Code Code Available 5 Neural Factorization Machines for Sparse Predictive Analytics Aug 16, 2017 Link Prediction
Code Code Available 5 Exphormer: Sparse Transformers for Graphs Mar 10, 2023 Graph Classification Graph Learning
Code Code Available 5 HittER: Hierarchical Transformers for Knowledge Graph Embeddings Aug 28, 2020 Knowledge Graph Embeddings Link Prediction
Code Code Available 5 HGATE: Heterogeneous Graph Attention Auto-Encoders Nov 28, 2021 Graph Attention Graph Representation Learning
Code Code Available 5 Correlated Variational Auto-Encoders May 14, 2019 Clustering Link Prediction
Code Code Available 5 Learning from Counterfactual Links for Link Prediction Jun 3, 2021 Causal Inference counterfactual
Code Code Available 5 Bring Your Own View: Graph Neural Networks for Link Prediction with Personalized Subgraph Selection Dec 23, 2022 Link Prediction
Code Code Available 5 node2vec: Scalable Feature Learning for Networks Jul 3, 2016 Link Prediction Multi-Label Classification
Code Code Available 5 Node Attribute Generation on Graphs Jul 23, 2019 Attribute Data Augmentation
Code Code Available 5 HGWaveNet: A Hyperbolic Graph Neural Network for Temporal Link Prediction Apr 14, 2023 Graph Neural Network Link Prediction
Code Code Available 5 NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Dec 16, 2018 Generative Adversarial Network Graph Embedding
Code Code Available 5 Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space Sep 17, 2019 Graph Embedding Knowledge Graph Completion
Code Code Available 5 OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs Mar 17, 2021 BIG-bench Machine Learning Graph Learning
Code Code Available 5 CrossWalk: Fairness-enhanced Node Representation Learning May 6, 2021 Fairness Link Prediction
Code Code Available 5 PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction Feb 24, 2023 Graph Neural Network Link Prediction
Code Code Available 5 CSGCL: Community-Strength-Enhanced Graph Contrastive Learning May 8, 2023 Attribute Contrastive Learning
Code Code Available 5 Pairwise Learning for Neural Link Prediction Dec 6, 2021 Learning-To-Rank Link Prediction
Code Code Available 5 Analogical Inference Enhanced Knowledge Graph Embedding Jan 3, 2023 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Expressive Sign Equivariant Networks for Spectral Geometric Learning Dec 4, 2023 Link Prediction Negation
Code Code Available 5 Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs Dec 31, 2023 Image Classification Knowledge Graphs
Code Code Available 5 Fast and Continual Knowledge Graph Embedding via Incremental LoRA Jul 8, 2024 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Differentially Private Federated Knowledge Graphs Embedding May 17, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Fast Network Embedding Enhancement via High Order Proximity Approximation May 13, 2020 Dimensionality Reduction Link Prediction
Code Code Available 5 FedRule: Federated Rule Recommendation System with Graph Neural Networks Nov 13, 2022 Link Prediction Recommendation Systems
Code Code Available 5 Persona2vec: A Flexible Multi-role Representations Learning Framework for Graphs Jun 4, 2020 Graph Embedding Graph Mining
Code Code Available 5 Representation Learning for Attributed Multiplex Heterogeneous Network May 5, 2019 Graph Embedding Inductive Learning
Code Code Available 5 Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction Jun 12, 2024 Graph Learning Graph Neural Network
Code Code Available 5 Decoupling the Depth and Scope of Graph Neural Networks Jan 19, 2022 Link Prediction Node Classification
Code Code Available 5 A Unified Lottery Ticket Hypothesis for Graph Neural Networks Feb 12, 2021 Link Prediction Node Classification
Code Code Available 5 Heterogeneous Graph Representation Learning with Relation Awareness May 24, 2021 Graph Learning Graph Neural Network
Code Code Available 5 Hierarchical Attention Models for Multi-Relational Graphs Apr 14, 2024 Graph Attention Link Prediction
Code Code Available 5 How Attentive are Graph Attention Networks? May 30, 2021 Graph Attention Graph Classification
Code Code Available 5 Pure Message Passing Can Estimate Common Neighbor for Link Prediction Sep 2, 2023 Graph Representation Learning Link Prediction
Code Code Available 5 Knowledge Graph Embedding for Link Prediction: A Comparative Analysis Feb 3, 2020 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 RAGraph: A General Retrieval-Augmented Graph Learning Framework Oct 31, 2024 Graph Classification Graph Learning
Code Code Available 5 Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study Mar 18, 2020 Knowledge Graph Completion Link Prediction
Code Code Available 5 Reasoning on Knowledge Graphs with Debate Dynamics Jan 2, 2020 General Classification Knowledge Graphs
Code Code Available 5 AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Apr 26, 2019 AutoML Graph Embedding
Code Code Available 5 GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training Jun 17, 2020 Contrastive Learning General Classification
Code Code Available 5 [Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings Jan 31, 2021 Answer Selection Graph Embedding
Code Code Available 5 Relational Graph Convolutional Networks: A Closer Look Jul 21, 2021 Link Prediction Node Classification
Code Code Available 5 An AMR-based Link Prediction Approach for Document-level Event Argument Extraction May 30, 2023 Abstract Meaning Representation Event Argument Extraction
Code Code Available 5 MagNet: A Neural Network for Directed Graphs Feb 22, 2021 Link Prediction Node Classification
Code Code Available 5 