| A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal | Dec 12, 2022 | General KnowledgeGraph Embedding | CodeCode Available | 3 |
| A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs | Mar 14, 2022 | BenchmarkingGraph Embedding | CodeCode Available | 3 |
| KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge | May 26, 2024 | Graph EmbeddingInformativeness | CodeCode Available | 2 |
| VEXIR2Vec: An Architecture-Neutral Embedding Framework for Binary Similarity | Dec 1, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 |
| Multimodal Analogical Reasoning over Knowledge Graphs | Oct 1, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 |
| NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Embedding | 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 |
| Bringing Light Into the Dark: A Large-scale Evaluation of Knowledge Graph Embedding Models Under a Unified Framework | Jun 23, 2020 | BenchmarkingGPU | CodeCode Available | 2 |
| A Survey on Knowledge Graphs: Representation, Acquisition and Applications | Feb 2, 2020 | Graph EmbeddingGraph Representation Learning | 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 |
| Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs | Jan 3, 2025 | Contrastive LearningGraph Embedding | CodeCode Available | 1 |
| Knowledge Graph Embedding by Normalizing Flows | Sep 30, 2024 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Simple but Effective Compound Geometric Operations for Temporal Knowledge Graph Completion | Aug 13, 2024 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Fast and Continual Knowledge Graph Embedding via Incremental LoRA | Jul 8, 2024 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization | May 14, 2024 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Towards Continual Knowledge Graph Embedding via Incremental Distillation | May 7, 2024 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Relation-aware Ensemble Learning for Knowledge Graph Embedding | Oct 13, 2023 | Ensemble LearningGraph Embedding | CodeCode Available | 1 |
| A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule Learning | Aug 15, 2023 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| CausE: Towards Causal Knowledge Graph Embedding | Jul 21, 2023 | DisentanglementGraph Embedding | CodeCode Available | 1 |
| IntelliGraphs: Datasets for Benchmarking Knowledge Graph Generation | Jul 13, 2023 | BenchmarkingGraph Embedding | CodeCode Available | 1 |
| TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation | Jun 26, 2023 | Graph EmbeddingKnowledge Graph Completion | 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 |
| InGram: Inductive Knowledge Graph Embedding via Relation Graphs | May 31, 2023 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |
| Representation Learning on Hyper-Relational and Numeric Knowledge Graphs with Transformers | May 29, 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 |
| Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction | May 22, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link Prediction | Mar 1, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction | Feb 6, 2023 | Data AugmentationGraph Embedding | CodeCode Available | 1 |
| Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding | Feb 3, 2023 | Entity EmbeddingsGraph Embedding | CodeCode Available | 1 |
| Sem@K: Is my knowledge graph embedding model semantic-aware? | Jan 13, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Analogical Inference Enhanced Knowledge Graph Embedding | Jan 3, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| BESS: Balanced Entity Sampling and Sharing for Large-Scale Knowledge Graph Completion | Nov 22, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| RulE: Knowledge Graph Reasoning with Rule Embedding | Oct 24, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion | Oct 17, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction | Sep 30, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| I Know What You Do Not Know: Knowledge Graph Embedding via Co-distillation Learning | Aug 21, 2022 | Graph EmbeddingKnowledge Graph Embedding | 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 |
| DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing | Jul 18, 2022 | AttributeEntity Typing | 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 |
| Kronecker Decomposition for Knowledge Graph Embeddings | May 13, 2022 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| Efficient Hyper-parameter Search for Knowledge Graph Embedding | May 1, 2022 | AutoMLGraph Embedding | CodeCode Available | 1 |
| CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous Knowledge | May 1, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding Reasoning | Apr 29, 2022 | Entity TypingGraph Embedding | CodeCode Available | 1 |
| Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic Representations | Apr 10, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Sequence-to-Sequence Knowledge Graph Completion and Question Answering | Mar 19, 2022 | DecoderGraph Embedding | CodeCode Available | 1 |
| Knowledge Graph Embedding Methods for Entity Alignment: An Experimental Review | Mar 17, 2022 | AttributeEntity Alignment | CodeCode Available | 1 |
| CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| HousE: Knowledge Graph Embedding with Householder Parameterization | Feb 16, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
