Graph Neural Networks

Social Relation Recognition From Videos via Multi-Scale Spatial-Temporal Reasoning CVPR 2019 Spatial-Aware Graph Relation Network for Large-Scale Object Detection CVPR 2019 Spatio-Temporal Attentive RNN for Node Classification in Temporal Attributed Graphs IJCAI 2019 Spatio-Temporal Graph Routing for Skeleton-Based Action Recognition AAAI 2019 Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting AAAI 2019 Stability of Graph Scattering Transforms NeurIPS 2019 STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction ICCV 2019 Stochastic Blockmodels meet Graph Neural Networks ICML 2019 Stochastic Prediction of Multi-Agent Interactions from Partial Observations ICLR 2019 Structural Relational Reasoning of Point Clouds CVPR 2019 Structured Neural Summarization ICLR 2019 Supervised Community Detection with Line Graph Neural Networks ICLR 2019 Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning ICCV 2019 Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks EMNLP 2019 Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction EMNLP 2019 Temporal Graph Convolutional Networks for Automatic Seizure Detection MLHC 2019 Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension ACL 2019 Text Level Graph Neural Network for Text Classification EMNLP 2019 Topology Attack and Defense for Graph Neural Networks: An Optimization Perspective IJCAI 2019 Topology Optimization based Graph Convolutional Network IJCAI 2019 TransConv: Relationship Embedding in Social Networks AAAI 2019 Tree Communication Models for Sentiment Analysis ACL 2019 Twitter Homophily: Network Based Prediction of User’s Occupation ACL 2019 Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition CVPR 2019 Type Sequence Preserving Heterogeneous Information Network Embedding AAAI 2019