| Learning Graph Embedding with Adversarial Training Methods | Jan 4, 2019 | ClusteringDecoder | —Unverified | 0 |
| Fairwalk: Towards fair graph embedding | Jan 1, 2019 | FairnessGraph Embedding | CodeCode Available | 0 |
| Dynamic Graph Representation Learning via Self-Attention Networks | Dec 22, 2018 | General ClassificationGraph Embedding | CodeCode Available | 0 |
| Dimensionality Reduction of Hyperspectral Imagery Based on Spatial-spectral Manifold Learning | Dec 22, 2018 | ClassificationDimensionality Reduction | —Unverified | 0 |
| NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding | Dec 16, 2018 | Generative Adversarial NetworkGraph Embedding | CodeCode Available | 1 |
| Attentional Heterogeneous Graph Neural Network: Application to Program Reidentification | Dec 10, 2018 | Graph ClassificationGraph Embedding | —Unverified | 0 |
| Improved Knowledge Graph Embedding using Background Taxonomic Information | Dec 7, 2018 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| dynnode2vec: Scalable Dynamic Network Embedding | Dec 6, 2018 | Graph EmbeddingNetwork Embedding | —Unverified | 0 |
| Spatio-Temporal Action Graph Networks | Dec 4, 2018 | Activity RecognitionAutonomous Driving | CodeCode Available | 0 |
| From Node Embedding to Graph Embedding: Scalable Global Graph Kernel via Random Features | Dec 1, 2018 | Graph Embedding | —Unverified | 0 |
| DynamicGEM: A Library for Dynamic Graph Embedding Methods | Nov 26, 2018 | Dynamic graph embeddingGeneral Classification | CodeCode Available | 0 |
| TGE-viz : Transition Graph Embedding for Visualization of Plan Traces and Domains | Nov 24, 2018 | Graph Embedding | —Unverified | 0 |
| MGCN: Semi-supervised Classification in Multi-layer Graphs with Graph Convolutional Networks | Nov 21, 2018 | General ClassificationGraph Embedding | CodeCode Available | 0 |
| Data-Efficient Graph Embedding Learning for PCB Component Detection | Nov 16, 2018 | Graph Embeddingobject-detection | —Unverified | 0 |
| Unseen Word Representation by Aligning Heterogeneous Lexical Semantic Spaces | Nov 12, 2018 | General ClassificationGraph Embedding | —Unverified | 0 |
| Differentiating Concepts and Instances for Knowledge Graph Embedding | Nov 12, 2018 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion | Nov 11, 2018 | DecoderGraph Embedding | CodeCode Available | 0 |
| Multi-Task Graph Autoencoders | Nov 7, 2018 | General ClassificationGraph Embedding | CodeCode Available | 0 |
| Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding | Nov 4, 2018 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 0 |
| ATP: Directed Graph Embedding with Asymmetric Transitivity Preservation | Nov 2, 2018 | Community Question AnsweringGraph Embedding | CodeCode Available | 0 |
| Twitter Geolocation using Knowledge-Based Methods | Nov 1, 2018 | Entity LinkingGraph Embedding | —Unverified | 0 |
| MOHONE: Modeling Higher Order Network Effects in KnowledgeGraphs via Network Infused Embeddings | Nov 1, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Accurate, Efficient and Scalable Graph Embedding | Oct 28, 2018 | ClusteringGraph Embedding | CodeCode Available | 0 |
| Unsupervised Features Extraction for Binary Similarity Using Graph Embedding Neural Networks | Oct 23, 2018 | Graph EmbeddingMalware Analysis | —Unverified | 0 |
| Binarized Attributed Network Embedding | Oct 22, 2018 | Graph EmbeddingLink Prediction | CodeCode Available | 0 |
| A Simple Baseline Algorithm for Graph Classification | Oct 22, 2018 | BIG-bench Machine LearningClassification | CodeCode Available | 0 |
| Systematic Biases in Link Prediction: comparing heuristic and graph embedding based methods | Oct 11, 2018 | FairnessGraph Embedding | —Unverified | 0 |
| Graph Embedding with Shifted Inner Product Similarity and Its Improved Approximation Capability | Oct 4, 2018 | Graph Embedding | —Unverified | 0 |
| Label-Free Distant Supervision for Relation Extraction via Knowledge Graph Embedding | Oct 1, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Knowledge Graph Embedding with Hierarchical Relation Structure | Oct 1, 2018 | Graph EmbeddingInformation Retrieval | —Unverified | 0 |
| HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding | Oct 1, 2018 | Graph EmbeddingInformation Retrieval | CodeCode Available | 0 |
| Graph U-Net | Sep 27, 2018 | DecoderGraph Embedding | —Unverified | 0 |
| P^2IR: Universal Deep Node Representation via Partial Permutation Invariant Set Functions | Sep 27, 2018 | Graph EmbeddingRepresentation Learning | —Unverified | 0 |
| Incomplete Multi-view Clustering via Graph Regularized Matrix Factorization | Sep 17, 2018 | ClusteringGraph Embedding | —Unverified | 0 |
| Semantically Enhanced Models for Commonsense Knowledge Acquisition | Sep 12, 2018 | Graph EmbeddingKnowledge Base Completion | —Unverified | 0 |
| Sampled in Pairs and Driven by Text: A New Graph Embedding Framework | Sep 12, 2018 | Graph EmbeddingLink Prediction | —Unverified | 0 |
| Feature Learning for Meta-Paths in Knowledge Graphs | Sep 7, 2018 | ClusteringGraph Embedding | —Unverified | 0 |
| On2Vec: Embedding-based Relation Prediction for Ontology Population | Sep 7, 2018 | Graph EmbeddingKnowledge Graphs | —Unverified | 0 |
| Multi-View Graph Embedding Using Randomized Shortest Paths | Aug 20, 2018 | ClusteringGraph Embedding | —Unverified | 0 |
| Learning Graph Embeddings from WordNet-based Similarity Measures | Aug 16, 2018 | Graph EmbeddingSemantic Similarity | —Unverified | 0 |
| Knowledge Graph Embedding with Entity Neighbors and Deep Memory Network | Aug 11, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Leveraging Knowledge Graph Embedding Techniques for Industry 4.0 Use Cases | Jul 31, 2018 | BIG-bench Machine LearningFeature Engineering | —Unverified | 0 |
| A First Experiment on Including Text Literals in KGloVe | Jul 31, 2018 | BIG-bench Machine LearningGraph Embedding | —Unverified | 0 |
| Hierarchical stochastic graphlet embedding for graph-based pattern recognition | Jul 8, 2018 | BIG-bench Machine LearningClustering | CodeCode Available | 0 |
| One-Class Kernel Spectral Regression | Jul 3, 2018 | Graph EmbeddingOne-class classifier | —Unverified | 0 |
| Knowledge Graph Embedding with Numeric Attributes of Entities | Jul 1, 2018 | AttributeGraph Embedding | —Unverified | 0 |
| Multi-View Multi-Graph Embedding for Brain Network Clustering Analysis | Jun 19, 2018 | ClusteringGraph Embedding | —Unverified | 0 |
| Exploring the Semantic Content of Unsupervised Graph Embeddings: An Empirical Study | Jun 19, 2018 | Graph EmbeddingGraph Mining | CodeCode Available | 0 |
| On representation power of neural network-based graph embedding and beyond | May 31, 2018 | Graph Embedding | —Unverified | 0 |
| What the Vec? Towards Probabilistically Grounded Embeddings | May 30, 2018 | Graph EmbeddingWord Embeddings | —Unverified | 0 |