| Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning | Nov 19, 2019 | DecoderDeep Reinforcement Learning | CodeCode Available | 0 |
| Temporal Knowledge Graph Embedding Model based on Additive Time Series Decomposition | Nov 18, 2019 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Interstellar: Searching Recurrent Architecture for Knowledge Graph Embedding | Nov 17, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 1 |
| Inductive Relation Prediction by Subgraph Reasoning | Nov 16, 2019 | Graph EmbeddingGraph Neural Network | CodeCode Available | 1 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Decompressing Knowledge Graph Representations for Link Prediction | Nov 11, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets | Nov 11, 2019 | Graph EmbeddingTime Series | CodeCode Available | 0 |
| Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding | Nov 9, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Neural Graph Embedding Methods for Natural Language Processing | Nov 8, 2019 | Graph EmbeddingKnowledge Graphs | CodeCode Available | 0 |
| Composition-based Multi-Relational Graph Convolutional Networks | Nov 8, 2019 | General ClassificationGraph Classification | CodeCode Available | 1 |
| CoKE: Contextualized Knowledge Graph Embedding | Nov 6, 2019 | Graph EmbeddingKnowledge Graph Embedding | CodeCode Available | 0 |
| Is Performance of Scholars Correlated to Their Research Collaboration Patterns? | Nov 5, 2019 | Community DetectionGraph Embedding | CodeCode Available | 0 |
| Dynamic Graph Embedding via LSTM History Tracking | Nov 5, 2019 | Anomaly DetectionDynamic graph embedding | —Unverified | 0 |
| Symbolic Graph Embedding using Frequent Pattern Mining | Oct 29, 2019 | Graph EmbeddingInductive logic programming | CodeCode Available | 0 |
| Hierarchical Attentive Knowledge Graph Embedding for Personalized Recommendation | Oct 18, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Graph Embedding VAE: A Permutation Invariant Model of Graph Structure | Oct 17, 2019 | Graph EmbeddingGraph Generation | —Unverified | 0 |
| Cascading: Association Augmented Sequential Recommendation | Oct 17, 2019 | Graph EmbeddingSequential Recommendation | —Unverified | 0 |
| Efficiently Embedding Dynamic Knowledge Graphs | Oct 15, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Disentangling Interpretable Generative Parameters of Random and Real-World Graphs | Oct 12, 2019 | DisentanglementGraph Embedding | —Unverified | 0 |
| Learning High-order Structural and Attribute information by Knowledge Graph Attention Networks for Enhancing Knowledge Graph Embedding | Oct 9, 2019 | AttributeGraph Attention | —Unverified | 0 |
| Learning event representations for temporal segmentation of image sequences by dynamic graph embedding | Oct 8, 2019 | Domain AdaptationDynamic graph embedding | —Unverified | 0 |
| Representation Learning of EHR Data via Graph-Based Medical Entity Embedding | Oct 7, 2019 | Graph EmbeddingRepresentation Learning | —Unverified | 0 |
| GraphZoom: A multi-level spectral approach for accurate and scalable graph embedding | Oct 6, 2019 | AttributeGraph Embedding | CodeCode Available | 0 |
| Dynamic Joint Variational Graph Autoencoders | Oct 4, 2019 | ClusteringGraph Clustering | —Unverified | 0 |
| Graph Analysis and Graph Pooling in the Spatial Domain | Oct 3, 2019 | Graph Embedding | —Unverified | 0 |
| Deep Clustering by Gaussian Mixture Variational Autoencoders With Graph Embedding | Oct 1, 2019 | ClusteringDeep Clustering | CodeCode Available | 0 |
| AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism | Oct 1, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Limit theorems for out-of-sample extensions of the adjacency and Laplacian spectral embeddings | Sep 29, 2019 | Dimensionality ReductionGraph Embedding | —Unverified | 0 |
| Universal Graph Transformer Self-Attention Networks | Sep 26, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| A Group-Theoretic Framework for Knowledge Graph Embedding | Sep 25, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding | Sep 25, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds | Sep 25, 2019 | Generalization BoundsGraph Embedding | —Unverified | 0 |
| Graph Neural Networks For Multi-Image Matching | Sep 25, 2019 | Graph EmbeddingGraph Neural Network | —Unverified | 0 |
| Iterative Deep Graph Learning for Graph Neural Networks | Sep 25, 2019 | Graph EmbeddingGraph Learning | —Unverified | 0 |
| Global graph curvature | Sep 25, 2019 | Graph Embedding | —Unverified | 0 |
| Unsupervised Universal Self-Attention Network for Graph Classification | Sep 25, 2019 | ClassificationGraph Classification | —Unverified | 0 |
| NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN | Sep 25, 2019 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions | Sep 25, 2019 | Community DetectionGraph Embedding | —Unverified | 0 |
| Learning Universal Graph Neural Network Embeddings With Aid Of Transfer Learning | Sep 22, 2019 | DecoderGraph Classification | CodeCode Available | 0 |
| Triplet-Aware Scene Graph Embeddings | Sep 19, 2019 | Data AugmentationGraph Embedding | —Unverified | 0 |
| Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding Space | Sep 17, 2019 | Graph EmbeddingKnowledge Graph Completion | CodeCode Available | 1 |
| Group Representation Theory for Knowledge Graph Embedding | Sep 11, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Lifelog Patterns Analyzation using Graph Embedding based on Deep Neural Network | Sep 10, 2019 | Graph Embedding | —Unverified | 0 |
| Composing Knowledge Graph Embeddings via Word Embeddings | Sep 9, 2019 | Graph EmbeddingKnowledge Graph Completion | —Unverified | 0 |
| Structured Query Construction via Knowledge Graph Embedding | Sep 6, 2019 | Graph EmbeddingKnowledge Graph Embedding | —Unverified | 0 |
| Graph Representation Ensemble Learning | Sep 6, 2019 | Ensemble LearningGraph Embedding | CodeCode Available | 0 |
| Parallel Computation of Graph Embeddings | Sep 6, 2019 | Graph Embedding | —Unverified | 0 |
| A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs | Sep 4, 2019 | Computational EfficiencyGraph Embedding | —Unverified | 0 |
| Graph Representation Learning: A Survey | Sep 3, 2019 | FormGraph Embedding | CodeCode Available | 0 |
| Embedding Symbolic Knowledge into Deep Networks | Sep 3, 2019 | Graph EmbeddingRelation Prediction | CodeCode Available | 1 |