Calibrating and Improving Graph Contrastive Learning Jan 27, 2021 Contrastive Learning Graph Clustering
Code Code Available 5 Distill2Vec: Dynamic Graph Representation Learning with Knowledge Distillation Nov 11, 2020 Graph Representation Learning Knowledge Distillation
Code Code Available 5 E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction Feb 22, 2019 Decoder Link Prediction
Code Code Available 5 Distributed Graph Embedding with Information-Oriented Random Walks Mar 28, 2023 CPU Graph Embedding
Code Code Available 5 Knowledge Hypergraphs: Prediction Beyond Binary Relations Jun 1, 2019 Entity Embeddings Knowledge Graph Completion
Code Code Available 5 EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events Nov 11, 2020 Graph Representation Learning Knowledge Distillation
Code Code Available 5 Kernel Node Embeddings Sep 8, 2019 Link Prediction Node Classification
Code Code Available 5 Efficient Parallel Translating Embedding For Knowledge Graphs Mar 30, 2017 Graph Embedding Knowledge Graph Embedding
Code Code Available 5 Improving Relation Extraction by Leveraging Knowledge Graph Link Prediction Dec 9, 2020 Link Prediction Multi-Task Learning
Code Code Available 5 Improving rule mining via embedding-based link prediction Jun 14, 2024 Knowledge Graphs Link Prediction
Code Code Available 5 KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Nov 13, 2019 Entity Embeddings Entity Typing
Code Code Available 5 KG-BERT: BERT for Knowledge Graph Completion Sep 7, 2019 Knowledge Graph Completion Knowledge Graphs
Code Code Available 5 Beyond Observed Connections : Link Injection Sep 2, 2020 Link Prediction Node Classification
Code Code Available 5 Task-Oriented GNNs Training on Large Knowledge Graphs for Accurate and Efficient Modeling Mar 9, 2024 Knowledge Graphs Link Prediction
Code Code Available 5 A novel robust integrating method by high-order proximity for self-supervised attribute network embedding Dec 10, 2024 Attribute Data Visualization
Code Code Available 5 Incorporating Literals into Knowledge Graph Embeddings Feb 3, 2018 Entity Embeddings Knowledge Graph Embeddings
Code Code Available 5 FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings Apr 6, 2019 Dynamic graph embedding Graph Embedding
Code Code Available 5 Knowledge Base Completion: Baseline strikes back (Again) May 2, 2020 All Knowledge Base Completion
Code Code Available 5 Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Sep 19, 2022 Knowledge Graph Completion Knowledge Graphs
Code Code Available 5 Can NetGAN be improved on short random walks? May 13, 2019 Link Prediction
Code Code Available 5 KBGAN: Adversarial Learning for Knowledge Graph Embeddings Nov 11, 2017 Graph Embedding Knowledge Base Completion
Code Code Available 5 Inductive Knowledge Graph Completion with GNNs and Rules: An Analysis Aug 14, 2023 Inductive knowledge graph completion Knowledge Graph Completion
Code Code Available 5 Efficient Neural Common Neighbor for Temporal Graph Link Prediction Jun 12, 2024 Link Prediction Representation Learning
Code Code Available 5 Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks Dec 16, 2023 Entity Embeddings Inductive Link Prediction
Code Code Available 5 Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods Nov 22, 2024 Attribute Link Prediction
Code Code Available 5 Inductive Logical Query Answering in Knowledge Graphs Oct 13, 2022 Complex Query Answering Entity Embeddings
Code Code Available 5 Efficient Link Prediction via GNN Layers Induced by Negative Sampling Oct 14, 2023 Decoder Link Prediction
Code Code Available 5 CANE: Context-Aware Network Embedding for Relation Modeling Jul 1, 2017 Community Detection Link Prediction
Code Code Available 5 JNET: Learning User Representations via Joint Network Embedding and Topic Embedding Dec 1, 2019 Link Prediction Network Embedding
Code Code Available 5 Regex Queries over Incomplete Knowledge Bases May 1, 2020 Knowledge Base Completion Link Prediction
Code Code Available 5 Reliable Time Prediction in the Markov Stochastic Block Model Apr 9, 2020 Clustering Collaborative Filtering
Code Code Available 5 Anticipating Technical Expertise and Capability Evolution in Research Communities using Dynamic Graph Transformers Jul 18, 2023 Graph Neural Network Link Prediction
Code Code Available 5 Efficient and Privacy-Preserved Link Prediction via Condensed Graphs Mar 15, 2025 Link Prediction Node Classification
Code Code Available 5 Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types Feb 2, 2023 Inductive Link Prediction Knowledge Graph Completion
Code Code Available 5 CAFIN: Centrality Aware Fairness inducing IN-processing for Unsupervised Representation Learning on Graphs Apr 10, 2023 Fairness Graph Learning
Code Code Available 5 Is a Single Vector Enough? Exploring Node Polysemy for Network Embedding May 25, 2019 General Classification Language Modeling
Code Code Available 5 Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach Aug 26, 2020 Graph Neural Network Information Retrieval
Code Code Available 5 The CAT SET on the MAT: Cross Attention for Set Matching in Bipartite Hypergraphs Oct 30, 2021 Link Prediction set matching
Code Code Available 5 Investigating Robustness and Interpretability of Link Prediction via Adversarial Modifications May 2, 2019 Link Prediction Sensitivity
Code Code Available 5 The maximum capability of a topological feature in link prediction Jun 30, 2022 feature selection Link Prediction
Code Code Available 5 BScNets: Block Simplicial Complex Neural Networks Dec 13, 2021 Graph Learning Link Prediction
Code Code Available 5 The unknown knowns: a graph-based approach for temporal COVID-19 literature mining Mar 23, 2021 graph construction Graph Generation
Code Code Available 5 IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale Jan 2, 2023 Inductive Link Prediction Knowledge Graphs
Code Code Available 5 BSAL: A Framework of Bi-component Structure and Attribute Learning for Link Prediction Apr 18, 2022 Attribute Graph Classification
Code Code Available 5 Adversarial Permutation Guided Node Representations for Link Prediction Dec 13, 2020 Link Prediction Prediction
Code Code Available 5 Integrating Structural and Semantic Signals in Text-Attributed Graphs with BiGTex Apr 16, 2025 Link Prediction Node Classification
Code Code Available 5 Is a Single Embedding Enough? Learning Node Representations that Capture Multiple Social Contexts May 6, 2019 Graph Embedding Link Prediction
Code Code Available 5 Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations May 17, 2023 Knowledge Graph Completion Knowledge Graphs
Code Code Available 5 DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs Oct 31, 2019 Inductive knowledge graph completion Inductive Link Prediction
Code Code Available 5 On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods Feb 17, 2020 Entity Alignment Informativeness
Code Code Available 5 