| Disentangle-based Continual Graph Representation Learning | Oct 6, 2020 | Continual LearningGraph Embedding | 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 |
| Multi-View Brain HyperConnectome AutoEncoder For Brain State Classification | Sep 24, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Force2Vec: Parallel force-directed graph embedding | Sep 17, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 |
| RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings | Sep 16, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Understanding Coarsening for Embedding Large-Scale Graphs | Sep 10, 2020 | Anomaly DetectionGraph Embedding | CodeCode Available | 1 |
| TorchKGE: Knowledge Graph Embedding in Python and PyTorch | Sep 7, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Adversarial Privacy Preserving Graph Embedding against Inference Attack | Aug 30, 2020 | Graph EmbeddingInference Attack | CodeCode Available | 1 |
| Deep Hypergraph U-Net for Brain Graph Embedding and Classification | Aug 30, 2020 | ClassificationDiagnostic | CodeCode Available | 1 |
| Quaternion Graph Neural Networks | Aug 12, 2020 | General ClassificationGraph Classification | CodeCode Available | 1 |
| Adversarial Directed Graph Embedding | Aug 9, 2020 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 |
| funcGNN: A Graph Neural Network Approach to Program Similarity | Jul 26, 2020 | Code SearchGraph Embedding | CodeCode Available | 1 |
| Graph-based prediction of Protein-protein interactions with attributed signed graph embedding | Jul 21, 2020 | Graph EmbeddingGraph Representation Learning | CodeCode Available | 1 |
| Adaptive Graph Encoder for Attributed Graph Embedding | Jul 3, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 |
| Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation | Jul 1, 2020 | Graph EmbeddingKnowledge Graph Embedding | 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 |
| Approximating Network Centrality Measures Using Node Embedding and Machine Learning | Jun 29, 2020 | BIG-bench Machine LearningGraph Embedding | CodeCode Available | 1 |
| Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion | Jun 29, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Expressive Power of Invariant and Equivariant Graph Neural Networks | Jun 28, 2020 | Graph Embedding | CodeCode Available | 1 |
| Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings | Jun 24, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node Embeddings | Jun 21, 2020 | Graph EmbeddingGraph Learning | CodeCode Available | 1 |
| Wasserstein Embedding for Graph Learning | Jun 16, 2020 | Computational EfficiencyGraph Classification | CodeCode Available | 1 |
| Knowledge Embedding Based Graph Convolutional Network | Jun 12, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| DeepGG: a Deep Graph Generator | Jun 7, 2020 | Drug DiscoveryGraph Embedding | CodeCode Available | 1 |
| Persona2vec: A Flexible Multi-role Representations Learning Framework for Graphs | Jun 4, 2020 | Graph EmbeddingGraph Mining | CodeCode Available | 1 |
| Deep Learning for Community Detection: Progress, Challenges and Opportunities | May 17, 2020 | ClusteringCommunity Detection | CodeCode Available | 1 |
| DeepSoCS: A Neural Scheduler for Heterogeneous System-on-Chip (SoC) Resource Scheduling | May 15, 2020 | Deep Reinforcement LearningGPU | CodeCode Available | 1 |
| Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks | May 8, 2020 | ClusteringFairness | CodeCode Available | 1 |
| Machine Learning on Graphs: A Model and Comprehensive Taxonomy | May 7, 2020 | BIG-bench Machine LearningDecoder | CodeCode Available | 1 |
| Graph-Embedding Empowered Entity Retrieval | May 6, 2020 | Entity RetrievalGraph Embedding | CodeCode Available | 1 |
| Learning Geo-Contextual Embeddings for Commuting Flow Prediction | May 4, 2020 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| SEEK: Segmented Embedding of Knowledge Graphs | May 2, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph Embeddings | May 1, 2020 | Graph EmbeddingHyperparameter Optimization | CodeCode Available | 1 |
| Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion | Apr 30, 2020 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| SE-KGE: A Location-Aware Knowledge Graph Embedding Model for Geographic Question Answering and Spatial Semantic Lifting | Apr 25, 2020 | Geographic Question AnsweringGraph Embedding | CodeCode Available | 1 |
| Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol | Apr 23, 2020 | Domain AdaptationFew-Shot Learning | CodeCode Available | 1 |
| Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image | Apr 22, 2020 | ClusteringGraph Embedding | CodeCode Available | 1 |
| LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction | Apr 21, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Network-principled deep generative models for designing drug combinations as graph sets | Apr 16, 2020 | Graph EmbeddingReinforcement Learning | CodeCode Available | 1 |
| VGCN-BERT: Augmenting BERT with Graph Embedding for Text Classification | Apr 12, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Iterative Context-Aware Graph Inference for Visual Dialog | Apr 5, 2020 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| K-Core based Temporal Graph Convolutional Network for Dynamic Graphs | Mar 22, 2020 | Dynamic graph embeddingGraph 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 |
| Supervised Domain Adaptation using Graph Embedding | Mar 9, 2020 | Dimensionality ReductionDomain Adaptation | CodeCode Available | 1 |
| Adaptive Graph Auto-Encoder for General Data Clustering | Feb 20, 2020 | ClusteringDecoder | CodeCode Available | 1 |
| Inductive Representation Learning on Temporal Graphs | Feb 19, 2020 | Graph AttentionGraph Embedding | CodeCode Available | 1 |
| MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding | Feb 5, 2020 | ClusteringDiversity | CodeCode Available | 1 |
| Knowledge Graph Embedding for Link Prediction: A Comparative Analysis | Feb 3, 2020 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
