Graph Neural Networks

A Deep Neural Information Fusion Architecture for Textual Network Embeddings EMNLP 2019 A Degeneracy Framework for Scalable Graph Autoencoders IJCAI 2019 Adversarial Attacks on Graph Neural Networks via Meta Learning ICLR 2019 Adversarial Attacks on Neural Networks for Graph Data IJCAI 2019 Adversarial Attacks on Node Embeddings via Graph Poisoning ICML 2019 Adversarial Examples for Graph Data: Deep Insights into Attack and Defense IJCAI 2019 AffinityNet: Semi-Supervised Few-Shot Learning for Disease Type Prediction AAAI 2019 A Flexible Generative Framework for Graph-based Semi-supervised Learning NeurIPS 2019 A General Theory of Equivariant CNNs on Homogeneous Spaces NeurIPS 2019 A Lexicon-Based Graph Neural Network for Chinese NER EMNLP 2019 Aligning Cross-Lingual Entities with Multi-Aspect Information EMNLP 2019 A Model of Text-Enhanced Knowledge Graph Representation Learning with Collaborative Attention ACML 2019 Amortized Variational Inference with Graph Convolutional Networks for Gaussian Processes AISTATS 2019 An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition CVPR 2019 An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing ACL 2019 A Neural Graph-based Approach to Verbal MWE Identification ACL 2019 A Neural Multi-digraph Model for Chinese NER with Gazetteers ACL 2019 Answering Conversational Questions on Structured Data without Logical Forms EMNLP 2019 A Persistent Weisfeiler-Lehman Procedure for Graph Classification ICML 2019 Approximation Ratios of Graph Neural Networks for Combinatorial Problems NeurIPS 2019 ARHNet - Leveraging Community Interaction for Detection of Religious Hate Speech in Arabic ACL 2019 A Similarity Measurement Method Based on Graph Kernel for Disconnected Graphs IJCAI 2019 Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks EMNLP 2019 Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree EMNLP 2019 A Structured Model for Action Detection CVPR 2019