| A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal | Dec 12, 2022 | General KnowledgeGraph Embedding | CodeCode Available | 3 | 5 |
| PreRoutGNN for Timing Prediction with Order Preserving Partition: Global Circuit Pre-training, Local Delay Learning and Attentional Cell Modeling | Feb 27, 2024 | Graph Embedding | CodeCode Available | 3 | 5 |
| A Unified Framework for Rank-based Evaluation Metrics for Link Prediction in Knowledge Graphs | Mar 14, 2022 | BenchmarkingGraph Embedding | CodeCode Available | 3 | 5 |
| A Survey on Knowledge Graphs: Representation, Acquisition and Applications | Feb 2, 2020 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 2 | 5 |
| 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 | 5 |
| TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts | Mar 5, 2024 | Graph AttentionGraph Embedding | CodeCode Available | 2 | 5 |
| Multimodal Analogical Reasoning over Knowledge Graphs | Oct 1, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 | 5 |
| CogDL: A Comprehensive Library for Graph Deep Learning | Mar 1, 2021 | Deep LearningGraph Classification | CodeCode Available | 2 | 5 |
| SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models | Mar 4, 2022 | Contrastive LearningGraph Embedding | CodeCode Available | 2 | 5 |
| PyKEEN 1.0: A Python Library for Training and Evaluating Knowledge Graph Embeddings | Jul 28, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 | 5 |
| 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 | 5 |
| KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge | May 26, 2024 | Graph EmbeddingInformativeness | CodeCode Available | 2 | 5 |
| VEXIR2Vec: An Architecture-Neutral Embedding Framework for Binary Similarity | Dec 1, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 | 5 |
| Combinatorial Optimization with Automated Graph Neural Networks | Jun 5, 2024 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 2 | 5 |
| NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 2 | 5 |
| Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement | Oct 12, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Contrastive Deep Nonnegative Matrix Factorization for Community Detection | Nov 4, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| DeepGG: a Deep Graph Generator | Jun 7, 2020 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 | 5 |
| A Broader Picture of Random-walk Based Graph Embedding | Oct 24, 2021 | Graph EmbeddingLink Prediction | CodeCode Available | 1 | 5 |
| Collaborative Translational Metric Learning | Jun 4, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 | 5 |
| Composition-based Multi-Relational Graph Convolutional Networks | Nov 8, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 | 5 |
| Deep Hypergraph U-Net for Brain Graph Embedding and Classification | Aug 30, 2020 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| Approximating Network Centrality Measures Using Node Embedding and Machine Learning | Jun 29, 2020 | BIG-bench Machine LearningGraph Embedding | CodeCode Available | 1 | 5 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 | 5 |
| Adaptive Graph Auto-Encoder for General Data Clustering | Feb 20, 2020 | ClusteringDecoder | CodeCode Available | 1 | 5 |
| Adaptive Graph Encoder for Attributed Graph Embedding | Jul 3, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 | 5 |
| ARM3D: Attention-based relation module for indoor 3D object detection | Feb 20, 2022 | 3D Object DetectionGraph Embedding | CodeCode Available | 1 | 5 |
| Continual Learning of Knowledge Graph Embeddings | Jan 14, 2021 | Continual LearningGraph Embedding | CodeCode Available | 1 | 5 |
| A Representation Learning Framework for Property Graphs | Jun 27, 2022 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 1 | 5 |
| Contrastive Laplacian Eigenmaps | Jan 14, 2022 | Contrastive LearningGraph Embedding | CodeCode Available | 1 | 5 |
| Expressive Power of Invariant and Equivariant Graph Neural Networks | Jun 28, 2020 | Graph Embedding | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Cleora: A Simple, Strong and Scalable Graph Embedding Scheme | Feb 3, 2021 | Contrastive LearningCPU | CodeCode Available | 1 | 5 |
| Brain Graph Super-Resolution Using Adversarial Graph Neural Network with Application to Functional Brain Connectivity | May 2, 2021 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 | 5 |
| A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule Learning | Aug 15, 2023 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 | 5 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 | 5 |
| Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs | Mar 10, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 | 5 |
| Adversarially Regularized Graph Autoencoder for Graph Embedding | Feb 13, 2018 | ClusteringDecoder | CodeCode Available | 1 | 5 |
| A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed Graphs | Nov 30, 2021 | Graph Embedding | CodeCode Available | 1 | 5 |
| Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings | Jun 24, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 | 5 |
| Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective | Mar 27, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 | 5 |
| Boosting Graph Embedding on a Single GPU | Oct 19, 2021 | CPUGPU | CodeCode Available | 1 | 5 |
| An energy-based model for neuro-symbolic reasoning on knowledge graphs | Oct 4, 2021 | Automated Theorem ProvingGraph Embedding | CodeCode Available | 1 | 5 |
| CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph Completion | Feb 25, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 | 5 |
| An Unsupervised Framework for Comparing Graph Embeddings | May 29, 2019 | Graph Embedding | CodeCode Available | 1 | 5 |
| CausE: Towards Causal Knowledge Graph Embedding | Jul 21, 2023 | DisentanglementGraph Embedding | CodeCode Available | 1 | 5 |
| Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks | May 8, 2020 | ClusteringFairness | CodeCode Available | 1 | 5 |
| Applying Self-supervised Learning to Network Intrusion Detection for Network Flows with Graph Neural Network | Mar 3, 2024 | Binary ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| AirObject: A Temporally Evolving Graph Embedding for Object Identification | Nov 30, 2021 | Graph AttentionGraph Embedding | CodeCode Available | 1 | 5 |
| Adversarial Directed Graph Embedding | Aug 9, 2020 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 | 5 |
