Graph Neural Networks

Graph Policy Gradients for Large Scale Robot Control CoRL 2019 GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction ACL 2019 Graph Transformer Networks NeurIPS 2019 Graph U-Nets ICML 2019 Graph Wavelet Neural Network ICLR 2019 Graph WaveNet for Deep Spatial-Temporal Graph Modeling IJCAI 2019 GraphX-Convolution for Point Cloud Deformation in 2D-to-3D Conversion ICCV 2019 Guided Similarity Separation for Image Retrieval NeurIPS 2019 Heterogeneous Attributed Network Embedding with Graph Convolutional Networks AAAI 2019 Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification EMNLP 2019 Hierarchical Representation Learning for Bipartite Graphs IJCAI 2019 Hierarchy Parsing for Image Captioning ICCV 2019 How Powerful are Graph Neural Networks? ICLR 2019 Hyperbolic Graph Convolutional Neural Networks NeurIPS 2019 Hyperbolic Graph Neural Networks NeurIPS 2019 Hyperbolic Heterogeneous Information Network Embedding AAAI 2019 HyperGCN: A New Method For Training Graph Convolutional Networks on Hypergraphs NeurIPS 2019 Hyper-Graph-Network Decoders for Block Codes NeurIPS 2019 Hypergraph Neural Networks AAAI 2019 Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks EMNLP 2019 iDev: Enhancing Social Coding Security by Cross-platform User Identification Between GitHub and Stack Overflow IJCAI 2019 I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs AAAI 2019 Improving Relation Classification by Entity Pair Graph ACML 2019 Improving Textual Network Learning with Variational Homophilic Embeddings NeurIPS 2019 Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning EMNLP 2019