Graph Neural Networks

Context-Aware Visual Compatibility Prediction CVPR 2019 Contextualized Non-Local Neural Networks for Sequence Learning AAAI 2019 Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network ACL 2019 Cross-lingual Structure Transfer for Relation and Event Extraction EMNLP 2019 Cross-Modal Relationship Inference for Grounding Referring Expressions CVPR 2019 DAG-GNN: DAG Structure Learning with Graph Neural Networks ICML 2019 Data Representation and Learning With Graph Diffusion-Embedding Networks CVPR 2019 DeepGCNs: Can GCNs Go As Deep As CNNs? ICCV 2019 Deep Graphical Feature Learning for the Feature Matching Problem ICCV 2019 Deep Graph Infomax ICLR 2019 Deep Hierarchical Graph Convolution for Election Prediction from Geospatial Census Data AAAI 2019 Dense Node Representation for Geolocation EMNLP 2019 Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks NeurIPS 2019 DFNets: Spectral CNNs for Graphs with Feedback-Looped Filters NeurIPS 2019 DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation EMNLP 2019 Diffusion Improves Graph Learning NeurIPS 2019 Diffusion Scattering Transforms on Graphs ICLR 2019 Discovering Regularities from Traditional Chinese Medicine Prescriptions via Bipartite Embedding Model IJCAI 2019 Disentangled Graph Convolutional Networks ICML 2019 Distributed, Egocentric Representations of Graphs for Detecting Critical Structures ICML 2019 Diverse Generation for Multi-Agent Sports Games CVPR 2019 Do Sentence Interactions Matter? Leveraging Sentence Level Representations for Fake News Classification EMNLP 2019 DSINE: Deep Structural Influence Learning via Network Embedding AAAI 2019 Dual Self-Paced Graph Convolutional Network: Towards Reducing Attribute Distortions Induced by Topology IJCAI 2019 D-VAE: A Variational Autoencoder for Directed Acyclic Graphs NeurIPS 2019