| GESF: A Universal Discriminative Mapping Mechanism for Graph Representation Learning | May 28, 2018 | Graph EmbeddingGraph Representation Learning | —Unverified | 0 |
| From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules | May 26, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Knowledge-enriched Two-layered Attention Network for Sentiment Analysis | May 20, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Improving Knowledge Graph Embedding Using Simple Constraints | May 7, 2018 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| RECS: Robust Graph Embedding Using Connection Subgraphs | May 3, 2018 | General ClassificationGraph Embedding | —Unverified | 0 |
| Learning to Map Natural Language Statements into Knowledge Base Representations for Knowledge Base Construction | May 1, 2018 | Graph EmbeddingKnowledge Base Construction | —Unverified | 0 |
| Feature Propagation on Graph: A New Perspective to Graph Representation Learning | Apr 17, 2018 | Graph EmbeddingGraph Representation Learning | —Unverified | 0 |
| Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding | Apr 14, 2018 | AllGraph Embedding | —Unverified | 0 |
| Hyperbolic Entailment Cones for Learning Hierarchical Embeddings | Apr 3, 2018 | Graph EmbeddingHypernym Discovery | CodeCode Available | 1 |
| Expeditious Generation of Knowledge Graph Embeddings | Mar 21, 2018 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 0 |
| Fast Sequence Based Embedding with Diffusion Graphs | Mar 20, 2018 | ClusteringCommunity Detection | CodeCode Available | 1 |
| Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba | Mar 6, 2018 | Graph EmbeddingRecommendation Systems | CodeCode Available | 0 |
| MILE: A Multi-Level Framework for Scalable Graph Embedding | Feb 26, 2018 | Graph EmbeddingNode Classification | CodeCode Available | 0 |
| Adversarially Regularized Graph Autoencoder for Graph Embedding | Feb 13, 2018 | ClusteringDecoder | CodeCode Available | 1 |
| A probabilistic framework for multi-view feature learning with many-to-many associations via neural networks | Feb 13, 2018 | Graph Embedding | —Unverified | 0 |
| The Importance of Norm Regularization in Linear Graph Embedding: Theoretical Analysis and Empirical Demonstration | Feb 10, 2018 | Graph Embedding | —Unverified | 0 |
| GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders | Feb 9, 2018 | DecoderGraph Embedding | CodeCode Available | 0 |
| Knowledge Graph Embedding with Multiple Relation Projections | Jan 26, 2018 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Ego-CNN: An Ego Network-based Representation of Graphs Detecting Critical Structures | Jan 1, 2018 | Graph Embedding | —Unverified | 0 |
| Generalized Graph Embedding Models | Jan 1, 2018 | General ClassificationGraph Embedding | —Unverified | 0 |
| Hybed: Hyperbolic Neural Graph Embedding | Jan 1, 2018 | Graph EmbeddingWord Similarity | —Unverified | 0 |
| Predicting Rich Drug-Drug Interactions via Biomedical Knowledge Graphs and Text Jointly Embedding | Dec 24, 2017 | Graph EmbeddingKnowledge Graphs | —Unverified | 0 |
| Relevance Score of Triplets Using Knowledge Graph Embedding - The Pigweed Triple Scorer at WSDM Cup 2017 | Dec 22, 2017 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Knowledge Graph Embedding with Iterative Guidance from Soft Rules | Nov 30, 2017 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| TorusE: Knowledge Graph Embedding on a Lie Group | Nov 15, 2017 | Entity EmbeddingsGraph Embedding | —Unverified | 0 |
| KBGAN: Adversarial Learning for Knowledge Graph Embeddings | Nov 11, 2017 | Graph EmbeddingKnowledge Base Completion | CodeCode Available | 0 |
| Turning Distributional Thesauri into Word Vectors for Synonym Extraction and Expansion | Nov 1, 2017 | Graph EmbeddingSemantic Textual Similarity | —Unverified | 0 |
| Graph Attention Networks | Oct 30, 2017 | Document ClassificationGraph Attention | CodeCode Available | 1 |
| Watch Your Step: Learning Node Embeddings via Graph Attention | Oct 26, 2017 | Graph AttentionGraph Embedding | CodeCode Available | 0 |
| Graph Embedding with Rich Information through Heterogeneous Network | Oct 18, 2017 | General ClassificationGraph Embedding | —Unverified | 0 |
| SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation | Oct 16, 2017 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Premise Selection for Theorem Proving by Deep Graph Embedding | Sep 28, 2017 | Automated Theorem ProvingGeneral Classification | CodeCode Available | 0 |
| A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications | Sep 22, 2017 | DiversityGraph Embedding | —Unverified | 0 |
| Multi-view Graph Embedding with Hub Detection for Brain Network Analysis | Sep 12, 2017 | ClusteringGraph Embedding | —Unverified | 0 |
| Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs | Sep 7, 2017 | Graph EmbeddingImage Retrieval | CodeCode Available | 0 |
| Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection | Aug 22, 2017 | Computer SecurityGraph Embedding | CodeCode Available | 0 |
| Spectral Graph-Based Method of Multimodal Word Embedding | Aug 1, 2017 | Graph EmbeddingImage Retrieval | —Unverified | 0 |
| Learning Rare Word Representations using Semantic Bridging | Jul 24, 2017 | Graph EmbeddingWord Similarity | —Unverified | 0 |
| Building Graph Representations of Deep Vector Embeddings | Jul 24, 2017 | DescriptiveGraph Embedding | —Unverified | 0 |
| DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning | Jul 20, 2017 | DiversityGraph Embedding | CodeCode Available | 0 |
| graph2vec: Learning Distributed Representations of Graphs | Jul 17, 2017 | ClusteringGeneral Classification | CodeCode Available | 1 |
| Discriminative Covariance Oriented Representation Learning for Face Recognition With Image Sets | Jul 1, 2017 | Face RecognitionGeneral Classification | —Unverified | 0 |
| Using Locally Corresponding CAD Models for Dense 3D Reconstructions From a Single Image | Jul 1, 2017 | Dictionary LearningGraph Embedding | —Unverified | 0 |
| An experimental study of graph-based semi-supervised classification with additional node information | May 24, 2017 | ClassificationGeneral Classification | —Unverified | 0 |
| Poincaré Embeddings for Learning Hierarchical Representations | May 22, 2017 | Graph EmbeddingRepresentation Learning | CodeCode Available | 1 |
| Active Learning for Graph Embedding | May 15, 2017 | Active LearningGraph Embedding | CodeCode Available | 0 |
| Graph Embedding Techniques, Applications, and Performance: A Survey | May 8, 2017 | Graph EmbeddingSurvey | CodeCode Available | 0 |
| Learning Spatiotemporal-Aware Representation for POI Recommendation | Apr 28, 2017 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| struc2vec: Learning Node Representations from Structural Identity | Apr 11, 2017 | Graph EmbeddingNetwork Embedding | CodeCode Available | 0 |
| Learning Combinatorial Optimization Algorithms over Graphs | Apr 5, 2017 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 0 |