Graph Neural Networks

Learning to Solve NP-Complete Problems: A Graph Neural Network for Decision TSP AAAI 2019 MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment CVPR 2019 Multi-GCN: Graph Convolutional Networks for Multi-View Networks, with Applications to Global Poverty AAAI 2019 Neural Conversation Recommendation with Online Interaction Modeling EMNLP 2019 NeVAE: A Deep Generative Model for Molecular Graphs AAAI 2019 NumNet: Machine Reading Comprehension with Numerical Reasoning EMNLP 2019 On the equivalence between graph isomorphism testing and function approximation with GNNs NeurIPS 2019 On the Role of Syntactic Graph Convolutions for Identifying and Classifying Argument Components AAAI 2019 Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection NeurIPS 2019 Random Walks on Hypergraphs with Edge-Dependent Vertex Weights ICML 2019 Rethinking Knowledge Graph Propagation for Zero-Shot Learning CVPR 2019 Robust Graph Embedding with Noisy Link Weights AISTATS 2019 Robust Negative Sampling for Network Embedding AAAI 2019 Spatio-Temporal Graph Routing for Skeleton-Based Action Recognition AAAI 2019 Structural Relational Reasoning of Point Clouds CVPR 2019 Structured Graph Learning Via Laplacian Spectral Constraints NeurIPS 2019 Supervised User Ranking in Signed Social Networks AAAI 2019 Syntax-aware Multi-task Graph Convolutional Networks for Biomedical Relation Extraction EMNLP 2019 Topology Optimization based Graph Convolutional Network IJCAI 2019 Twitter Homophily: Network Based Prediction of User’s Occupation ACL 2019 Type Sequence Preserving Heterogeneous Information Network Embedding AAAI 2019 Uncovering Specific-Shape Graph Anomalies in Attributed Graphs AAAI 2019 Weisfeiler and Leman Go Neural: Higher-Order Graph Neural Networks AAAI 2019 Active Discriminative Network Representation Learning IJCAI 2018 Adversarially Regularized Graph Autoencoder for Graph Embedding IJCAI 2018