| Knowledge Graph Embedding Methods for Entity Alignment: An Experimental Review | Mar 17, 2022 | AttributeEntity Alignment | CodeCode Available | 1 |
| A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs | Mar 14, 2022 | BenchmarkingGraph Embedding | CodeCode Available | 3 |
| ModulE: Module Embedding for Knowledge Graphs | Mar 9, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings | Mar 9, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 |
| CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| MixKG: Mixing for harder negative samples in knowledge graph | Feb 19, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| HousE: Knowledge Graph Embedding with Householder Parameterization | Feb 16, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation | Feb 15, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities | Feb 10, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Rethinking Graph Convolutional Networks in Knowledge Graph Completion | Feb 8, 2022 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |
| Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning | Feb 7, 2022 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Potential destination discovery for low predictability individuals based on knowledge graph | Jan 30, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| A Survey on Visual Transfer Learning using Knowledge Graphs | Jan 27, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Faithiful Embeddings for EL++ Knowledge Bases | Jan 24, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion | Jan 16, 2022 | Entity EmbeddingsGraph Embedding | —Unverified | 0 |
| Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings | Jan 14, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Multi-task Pre-training Language Model for Semantic Network Completion | Jan 13, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 0 |
| Scaling Knowledge Graph Embedding Models | Jan 8, 2022 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Stay Positive: Knowledge Graph Embedding Without Negative Sampling | Jan 7, 2022 | Binary ClassificationGraph Embedding | CodeCode Available | 0 |
| Swift and Sure: Hardness-aware Contrastive Learning for Low-dimensional Knowledge Graph Embeddings | Jan 3, 2022 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction | Dec 20, 2021 | Knowledge Graph CompletionKnowledge Graph Embedding | CodeCode Available | 1 |
| Two-view Graph Neural Networks for Knowledge Graph Completion | Dec 16, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 0 |
| Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules | Dec 16, 2021 | Entity EmbeddingsGraph Attention | —Unverified | 0 |
| Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs | Dec 13, 2021 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 |
| MedGraph: An experimental semantic information retrieval method using knowledge graph embedding for the biomedical citations indexed in PubMed | Dec 12, 2021 | ArticlesBiomedical Information Retrieval | —Unverified | 0 |
| KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings | Dec 9, 2021 | Contrastive LearningGraph Embedding | CodeCode Available | 1 |
| Prediction of Adverse Biological Effects of Chemicals Using Knowledge Graph Embeddings | Dec 8, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Joint Modeling of Visual Objects and Relations for Scene Graph Generation | Dec 1, 2021 | Graph EmbeddingGraph Generation | —Unverified | 0 |
| MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph | Nov 29, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| ReadE: Learning Relation-Dependent Entity Representation for Knowledge Graph Completion | Nov 16, 2021 | Contrastive LearningGraph Embedding | —Unverified | 0 |
| Translating Embeddings in Document for Modeling Multi-relational Graphs | Nov 16, 2021 | Document-level Relation ExtractionGraph Embedding | —Unverified | 0 |
| Sequence-to-Sequence Knowledge Graph Completion and Question Answering | Nov 16, 2021 | DecoderGraph Embedding | —Unverified | 0 |
| STaR: Knowledge Graph Embedding by Scaling, Translation and Rotation | Nov 16, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Efficient Hyper-parameter Search for Knowledge Graph Embedding | Nov 16, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Temporal Knowledge Graph Embedding based on Multivariate Gaussian Process | Nov 16, 2021 | Gaussian ProcessesGraph Embedding | —Unverified | 0 |
| Mixture-of-Graphs: Zero-shot Relational Learning for Knowledge Graph by Fusing Ontology and Textual Experts | Nov 16, 2021 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Poisoning Knowledge Graph Embeddings via Relation Inference Patterns | Nov 11, 2021 | Data PoisoningGraph Embedding | CodeCode Available | 1 |
| Towards Robust Knowledge Graph Embedding via Multi-task Reinforcement Learning | Nov 11, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Parallel Training of Knowledge Graph Embedding Models: A Comparison of Techniques | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| A Semantic Filter Based on Relations for Knowledge Graph Completion | Nov 1, 2021 | AttributeGraph Embedding | —Unverified | 0 |
| Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge Graph | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| EventKE: Event-Enhanced Knowledge Graph Embedding | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Improving Knowledge Graph Embedding Using Affine Transformations of Entities Corresponding to Each Relation | Nov 1, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Transductive Data Augmentation with Relational Path Rule Mining for Knowledge Graph Embedding | Nov 1, 2021 | Data AugmentationGraph Embedding | —Unverified | 0 |
| Path-Enhanced Multi-Relational Question Answering with Knowledge Graph Embeddings | Oct 29, 2021 | Graph EmbeddingKnowledge Base Question Answering | —Unverified | 0 |
| Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding | Oct 27, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding | Oct 27, 2021 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |