| Editing Language Model-based Knowledge Graph Embeddings | Jan 25, 2023 | EDIT Taskknowledge editing | CodeCode Available | 2 |
| LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings | Oct 1, 2022 | Graph Representation LearningKnowledge Graph Completion | CodeCode Available | 2 |
| Contextual Semantic Embeddings for Ontology Subsumption Prediction | Feb 20, 2022 | Knowledge Graph EmbeddingsLanguage Modeling | CodeCode Available | 2 |
| PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings | Jul 28, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 |
| The KEEN Universe: An Ecosystem for Knowledge Graph Embeddings with a Focus on Reproducibility and Transferability | Jan 28, 2020 | BIG-bench Machine LearningFact Checking | CodeCode Available | 2 |
| MEG: Medical Knowledge-Augmented Large Language Models for Question Answering | Nov 6, 2024 | Knowledge Graph EmbeddingsMultiple-choice | CodeCode Available | 1 |
| KnowLA: Enhancing Parameter-efficient Finetuning with Knowledgeable Adaptation | Mar 22, 2024 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 1 |
| Pre-training and Diagnosing Knowledge Base Completion Models | Jan 27, 2024 | General KnowledgeKnowledge Base Completion | CodeCode Available | 1 |
| Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment | Jul 30, 2023 | BenchmarkingEntity Alignment | CodeCode Available | 1 |
| Schema First! Learn Versatile Knowledge Graph Embeddings by Capturing Semantics with MASCHInE | Jun 6, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| How to Turn Your Knowledge Graph Embeddings into Generative Models | May 25, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks | May 16, 2023 | Graph LearningKnowledge Graph Embeddings | CodeCode Available | 1 |
| Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform | Nov 7, 2022 | Knowledge Graph Embeddings | CodeCode Available | 1 |
| Adversarial Robustness of Representation Learning for Knowledge Graphs | Sep 30, 2022 | Adversarial RobustnessData Poisoning | CodeCode Available | 1 |
| KRACL: Contrastive Learning with Graph Context Modeling for Sparse Knowledge Graph Completion | Aug 16, 2022 | Contrastive LearningKnowledge Graph Completion | CodeCode Available | 1 |
| μKG: A Library for Multi-source Knowledge Graph Embeddings and Applications | Jul 23, 2022 | Entity AlignmentEntity Typing | CodeCode Available | 1 |
| Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings | Jul 18, 2022 | Continual LearningGraph Embedding | CodeCode Available | 1 |
| The DLCC Node Classification Benchmark for Analyzing Knowledge Graph Embeddings | Jul 13, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings | Jul 11, 2022 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| Geometry Interaction Knowledge Graph Embeddings | Jun 24, 2022 | Knowledge Graph CompletionKnowledge Graph Embeddings | CodeCode Available | 1 |
| CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction | May 16, 2022 | Information RetrievalKnowledge Graph Embeddings | CodeCode Available | 1 |
| Kronecker Decomposition for Knowledge Graph Embeddings | May 13, 2022 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using Literals | Jan 24, 2022 | ArticlesBlocking | CodeCode Available | 1 |
| Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings | Jan 14, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction | Dec 20, 2021 | Knowledge Graph CompletionKnowledge Graph Embedding | CodeCode Available | 1 |
| Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs | Dec 13, 2021 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 |
| KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings | Dec 9, 2021 | Contrastive LearningGraph Embedding | CodeCode Available | 1 |
| Poisoning Knowledge Graph Embeddings via Relation Inference Patterns | Nov 11, 2021 | Data PoisoningGraph Embedding | CodeCode Available | 1 |
| Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods | Nov 4, 2021 | Data PoisoningInterpretable Machine Learning | CodeCode Available | 1 |
| Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations | Oct 6, 2021 | Graph Representation LearningKnowledge Base Completion | CodeCode Available | 1 |
| BiQUE: Biquaternionic Embeddings of Knowledge Graphs | Sep 29, 2021 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 1 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| Understanding the Performance of Knowledge Graph Embeddings in Drug Discovery | May 17, 2021 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 |
| Predicting Gene-Disease Associations with Knowledge Graph Embeddings over Multiple Ontologies | May 11, 2021 | Knowledge Graph EmbeddingsSemantic Similarity | CodeCode Available | 1 |
| Highly Efficient Knowledge Graph Embedding Learning with Orthogonal Procrustes Analysis | Apr 10, 2021 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |
| NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access | Apr 1, 2021 | BIG-bench Machine LearningKnowledge Graph Embeddings | CodeCode Available | 1 |
| Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records | Mar 22, 2021 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 1 |
| [Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings | Jan 31, 2021 | Answer SelectionGraph Embedding | CodeCode Available | 1 |
| Continual Learning of Knowledge Graph Embeddings | Jan 14, 2021 | Continual LearningGraph Embedding | CodeCode Available | 1 |
| PairRE: Knowledge Graph Embeddings via Paired Relation Vectors | Nov 7, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| FedE: Embedding Knowledge Graphs in Federated Setting | Oct 24, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Inductive Entity Representations from Text via Link Prediction | Oct 7, 2020 | Inductive knowledge graph completionInductive Link Prediction | CodeCode Available | 1 |
| Knowledge Association with Hyperbolic Knowledge Graph Embeddings | Oct 5, 2020 | Entity AlignmentGraph Neural Network | CodeCode Available | 1 |
| Multi-Relational Embedding for Knowledge Graph Representation and Analysis | Sep 28, 2020 | Computational EfficiencyGraph Embedding | CodeCode Available | 1 |
| QuatRE: Relation-Aware Quaternions for Knowledge Graph Embeddings | Sep 26, 2020 | Knowledge Graph CompletionKnowledge Graph Embeddings | CodeCode Available | 1 |
| RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings | Sep 16, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| HittER: Hierarchical Transformers for Knowledge Graph Embeddings | Aug 28, 2020 | Knowledge Graph EmbeddingsLink Prediction | CodeCode Available | 1 |
| Convolutional Complex Knowledge Graph Embeddings | Aug 7, 2020 | Knowledge Graph EmbeddingsKnowledge Graphs | CodeCode Available | 1 |
| Can We Predict New Facts with Open Knowledge Graph Embeddings? A Benchmark for Open Link Prediction | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings | Jun 24, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |