| Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| K-Core based Temporal Graph Convolutional Network for Dynamic Graphs | Mar 22, 2020 | Dynamic graph embeddingGraph Embedding | CodeCode Available | 1 |
| Adaptive Graph Auto-Encoder for General Data Clustering | Feb 20, 2020 | ClusteringDecoder | CodeCode Available | 1 |
| Knowledge Graph Embedding by Normalizing Flows | Sep 30, 2024 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Disentangle-based Continual Graph Representation Learning | Oct 6, 2020 | Continual LearningGraph Embedding | CodeCode Available | 1 |
| A Broader Picture of Random-walk Based Graph Embedding | Oct 24, 2021 | Graph EmbeddingLink Prediction | CodeCode Available | 1 |
| Adaptive Graph Encoder for Attributed Graph Embedding | Jul 3, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Composition-based Multi-Relational Graph Convolutional Networks | Nov 8, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion | Oct 17, 2022 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Kronecker Decomposition for Knowledge Graph Embeddings | May 13, 2022 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| Contrastive Deep Nonnegative Matrix Factorization for Community Detection | Nov 4, 2023 | Community DetectionContrastive Learning | CodeCode Available | 1 |
| Learning Representations of Bi-level Knowledge Graphs for Reasoning beyond Link Prediction | Feb 6, 2023 | Data AugmentationGraph Embedding | CodeCode Available | 1 |
| LGMRec: Local and Global Graph Learning for Multimodal Recommendation | Dec 27, 2023 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| LibKGE - A knowledge graph embedding library for reproducible research | Oct 1, 2020 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed Graphs | Nov 30, 2021 | Graph Embedding | CodeCode Available | 1 |
| Localized Sparse Incomplete Multi-view Clustering | Aug 5, 2022 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Machine Learning on Graphs: A Model and Comprehensive Taxonomy | May 7, 2020 | BIG-bench Machine LearningDecoder | CodeCode Available | 1 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| Analogical Inference Enhanced Knowledge Graph Embedding | Jan 3, 2023 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Continual Learning of Knowledge Graph Embeddings | Jan 14, 2021 | Continual LearningGraph Embedding | CodeCode Available | 1 |
| Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding | Apr 22, 2021 | AutoMLGraph Embedding | CodeCode Available | 1 |
| Multimodal Contrastive Representation Learning in Augmented Biomedical Knowledge Graphs | Jan 3, 2025 | Contrastive LearningGraph Embedding | CodeCode Available | 1 |
| Deep Learning for Community Detection: Progress, Challenges and Opportunities | May 17, 2020 | ClusteringCommunity Detection | CodeCode Available | 1 |
| DeepGG: a Deep Graph Generator | Jun 7, 2020 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 |
| Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs | Mar 10, 2020 | BIG-bench Machine LearningClustering | CodeCode Available | 1 |
| NESS: Node Embeddings from Static SubGraphs | Mar 15, 2023 | Contrastive LearningGraph Embedding | CodeCode Available | 1 |
| DeepSoCS: A Neural Scheduler for Heterogeneous System-on-Chip (SoC) Resource Scheduling | May 15, 2020 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| 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 |
| Bilinear Scoring Function Search for Knowledge Graph Learning | Jul 1, 2021 | AutoMLGraph Embedding | 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 |
| Accurate Learning of Graph Representations with Graph Multiset Pooling | Feb 23, 2021 | Graph ClassificationGraph Clustering | CodeCode Available | 1 |
| 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 |
| An energy-based model for neuro-symbolic reasoning on knowledge graphs | Oct 4, 2021 | Automated Theorem ProvingGraph Embedding | CodeCode Available | 1 |
| Deep Hypergraph U-Net for Brain Graph Embedding and Classification | Aug 30, 2020 | ClassificationDiagnostic | CodeCode Available | 1 |
| Representation Learning for Attributed Multiplex Heterogeneous Network | May 5, 2019 | Graph EmbeddingInductive Learning | CodeCode Available | 1 |
| CausE: Towards Causal Knowledge Graph Embedding | Jul 21, 2023 | DisentanglementGraph Embedding | CodeCode Available | 1 |
| Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings | Jun 24, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Discrete-time Temporal Network Embedding via Implicit Hierarchical Learning in Hyperbolic Space | Jul 8, 2021 | Graph EmbeddingGraph Neural Network | 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 |
| 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 |
| Distributed-Memory Sparse Kernels for Machine Learning | Mar 15, 2022 | BIG-bench Machine LearningCollaborative Filtering | CodeCode Available | 1 |
| ECLARE: Extreme Classification with Label Graph Correlations | Jul 31, 2021 | ClassificationExtreme Multi-Label Classification | CodeCode Available | 1 |
| Adversarial Directed Graph Embedding | Aug 9, 2020 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 |
| Expressive Power of Invariant and Equivariant Graph Neural Networks | Jun 28, 2020 | 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 |
| Bipartite Graph Embedding via Mutual Information Maximization | Dec 10, 2020 | Graph EmbeddingLink Prediction | CodeCode Available | 1 |
| Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks | May 8, 2020 | ClusteringFairness | CodeCode Available | 1 |
| Explaining Neural Matrix Factorization with Gradient Rollback | Oct 12, 2020 | Graph EmbeddingInfluence Approximation | CodeCode Available | 1 |
| An Unsupervised Framework for Comparing Graph Embeddings | May 29, 2019 | Graph Embedding | CodeCode Available | 1 |
| AutoSF: Searching Scoring Functions for Knowledge Graph Embedding | Apr 26, 2019 | AutoMLGraph Embedding | CodeCode Available | 1 |
