| Probabilistic Entity Representation Model for Reasoning over Knowledge Graphs | Oct 26, 2021 | Knowledge Graph EmbeddingKnowledge Graphs | CodeCode Available | 1 |
| Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph Embedding | Oct 7, 2021 | Graph EmbeddingKnowledge Graph Embedding | 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 |
| Is There More Pattern in Knowledge Graph? Exploring Proximity Pattern for Knowledge Graph Embedding | Oct 2, 2021 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Explaining Knowledge Graph Embedding via Latent Rule Learning | Sep 29, 2021 | Graph EmbeddingKnowledge Distillation | —Unverified | 0 |
| Why does Negative Sampling not Work Well? Analysis of Convexity in Negative Sampling | Sep 29, 2021 | Computational EfficiencyGraph Embedding | —Unverified | 0 |
| How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View | Sep 24, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Learning through structure: towards deep neuromorphic knowledge graph embeddings | Sep 21, 2021 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| Temporal Knowledge Graph Completion using Box Embeddings | Sep 18, 2021 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Demystifying Drug Repurposing Domain Comprehension with Knowledge Graph Embedding | Aug 30, 2021 | BIG-bench Machine LearningGraph Embedding | —Unverified | 0 |
| DisenKGAT: Knowledge Graph Embedding with Disentangled Graph Attention Network | Aug 22, 2021 | DisentanglementGraph Attention | CodeCode Available | 1 |
| HopfE: Knowledge Graph Representation Learning using Inverse Hopf Fibrations | Aug 12, 2021 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 0 |
| Hierarchical Latent Relation Modeling for Collaborative Metric Learning | Jul 26, 2021 | Collaborative FilteringGraph Embedding | CodeCode Available | 0 |
| Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance | Jul 26, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| A Survey of Knowledge Graph Embedding and Their Applications | Jul 16, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Exploiting Network Structures to Improve Semantic Representation for the Financial Domain | Jul 13, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| EchoEA: Echo Information between Entities and Relations for Entity Alignment | Jul 7, 2021 | AttributeEntity Alignment | CodeCode Available | 0 |
| Trans4E: Link Prediction on Scholarly Knowledge Graphs | Jul 3, 2021 | ArticlesGraph Embedding | —Unverified | 0 |
| Bilinear Scoring Function Search for Knowledge Graph Learning | Jul 1, 2021 | AutoMLGraph Embedding | CodeCode Available | 1 |
| Convolutional Hypercomplex Embeddings for Link Prediction | Jun 29, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Leveraging Static Models for Link Prediction in Temporal Knowledge Graphs | Jun 29, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods | Jun 27, 2021 | Knowledge Graph CompletionKnowledge Graph Embedding | —Unverified | 0 |
| Behavioral Testing of Knowledge Graph Embedding Models for Link Prediction | Jun 22, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Training like Playing: A Reinforcement Learning And Knowledge Graph-based framework for building Automatic Consultation System in Medical Field | Jun 14, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding | Jun 14, 2021 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
