| Continual Learning of Knowledge Graph Embeddings | Jan 14, 2021 | Continual LearningGraph Embedding | CodeCode Available | 1 |
| Discrete Knowledge Graph Embedding based on Discrete Optimization | Jan 13, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| MöbiusE: Knowledge Graph Embedding on Möbius Ring | Jan 7, 2021 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Hop-Hop Relation-aware Graph Neural Networks | Dec 21, 2020 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Unify Local and Global Information for Top-N Recommendation | Dec 3, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Biomedical Knowledge Graph Refinement with Embedding and Logic Rules | Dec 2, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| AprilE: Attention with Pseudo Residual Connection for Knowledge Graph Embedding | Dec 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| TR at SemEval-2020 Task 4: Exploring the Limits of Language-model-based Common Sense Validation | Dec 1, 2020 | Common Sense ReasoningGraph Embedding | —Unverified | 0 |
| Association Rules Enhanced Knowledge Graph Attention Network | Nov 14, 2020 | Graph AttentionGraph Embedding | —Unverified | 0 |
| A Survey on Recent Advances in Sequence Labeling from Deep Learning Models | Nov 13, 2020 | ChunkingGraph Embedding | —Unverified | 0 |
| PairRE: Knowledge Graph Embeddings via Paired Relation Vectors | Nov 7, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Runtime Performances Benchmark for Knowledge Graph Embedding Methods | Nov 5, 2020 | CPUGPU | —Unverified | 0 |
| Pretrain-KGE: Learning Knowledge Representation from Pretrained Language Models | Nov 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| A Greedy Bit-flip Training Algorithm for Binarized Knowledge Graph Embeddings | Nov 1, 2020 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network | Nov 1, 2020 | Graph AttentionGraph Embedding | —Unverified | 0 |
| Learning Physical Common Sense as Knowledge Graph Completion via BERT Data Augmentation and Constrained Tucker Factorization | Nov 1, 2020 | Common Sense ReasoningData Augmentation | —Unverified | 0 |
| DisenE: Disentangling Knowledge Graph Embeddings | Oct 28, 2020 | Entity EmbeddingsGraph Embedding | —Unverified | 0 |
| A Survey of Embedding Space Alignment Methods for Language and Knowledge Graphs | Oct 26, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| FedE: Embedding Knowledge Graphs in Federated Setting | Oct 24, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Efficient, Simple and Automated Negative Sampling for Knowledge Graph Embedding | Oct 24, 2020 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 |
| Knowledge Graph Embedding with Atrous Convolution and Residual Learning | Oct 23, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| TeX-Graph: Coupled tensor-matrix knowledge-graph embedding for COVID-19 drug repurposing | Oct 22, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| MulDE: Multi-teacher Knowledge Distillation for Low-dimensional Knowledge Graph Embeddings | Oct 14, 2020 | Graph EmbeddingKnowledge Distillation | —Unverified | 0 |
| On the Complementary Nature of Knowledge Graph Embedding, Fine Grain Entity Types, and Language Modeling | Oct 12, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Explaining Neural Matrix Factorization with Gradient Rollback | Oct 12, 2020 | Graph EmbeddingInfluence Approximation | CodeCode Available | 1 |
| TeRo: A Time-aware Knowledge Graph Embedding via Temporal Rotation | Oct 2, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| LibKGE - A knowledge graph embedding library for reproducible research | Oct 1, 2020 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| Multi-Relational Embedding for Knowledge Graph Representation and Analysis | Sep 28, 2020 | Computational EfficiencyGraph Embedding | CodeCode Available | 1 |
| Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions | Sep 27, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 0 |
| AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding | Sep 25, 2020 | ClusteringGraph Embedding | —Unverified | 0 |
| A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs | Sep 22, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings | Sep 16, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| DualDE: Dually Distilling Knowledge Graph Embedding for Faster and Cheaper Reasoning | Sep 13, 2020 | Graph EmbeddingKnowledge Distillation | —Unverified | 0 |
| Learning semantic Image attributes using Image recognition and knowledge graph embeddings | Sep 12, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| TorchKGE: Knowledge Graph Embedding in Python and PyTorch | Sep 7, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| NASE: Learning Knowledge Graph Embedding for Link Prediction via Neural Architecture Search | Aug 18, 2020 | AutoMLGraph Embedding | CodeCode Available | 0 |
| Commonsense Knowledge Graph Reasoning by Selection or Generation? Why? | Aug 13, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Quaternion Graph Neural Networks | Aug 12, 2020 | General ClassificationGraph Classification | CodeCode Available | 1 |
| DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy | Aug 11, 2020 | Computational EfficiencyEntity Embeddings | CodeCode Available | 0 |
| PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings | Jul 28, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 |
| Time-aware Graph Embedding: A temporal smoothness and task-oriented approach | Jul 22, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Knowledge Graph Embedding Compression | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| 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 |
| ReInceptionE: Relation-Aware Inception Network with Joint Local-Global Structural Information for Knowledge Graph Embedding | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion | Jun 29, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings | Jun 24, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| 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 |
| Knowledge Embedding Based Graph Convolutional Network | Jun 12, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| DFraud3- Multi-Component Fraud Detection freeof Cold-start | Jun 10, 2020 | Component ClassificationFraud Detection | —Unverified | 0 |