Graph Neural Networks

ATTENet: Detecting and Explaining Suspicious Tax Evasion Groups IJCAI 2019 Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting AAAI 2019 Attention Guided Graph Convolutional Networks for Relation Extraction ACL 2019 AttPool: Towards Hierarchical Feature Representation in Graph Convolutional Networks via Attention Mechanism ICCV 2019 A Vectorized Relational Graph Convolutional Network for Multi-Relational Network Alignment IJCAI 2019 BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering NAACL 2019 Bayesian Graph Convolutional Neural Networks for Semi-Supervised Classification AAAI 2019 Biologically-Constrained Graphs for Global Connectomics Reconstruction CVPR 2019 Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks NeurIPS 2019 Bridging the Gap: Attending to Discontinuity in Identification of Multiword Expressions NAACL 2019 Capsule Graph Neural Network ICLR 2019 Cash-Out User Detection Based on Attributed Heterogeneous Information Network with a Hierarchical Attention Mechanism AAAI 2019 CensNet: Convolution with Edge-Node Switching in Graph Neural Networks IJCAI 2019 Certifiable Robustness to Graph Perturbations NeurIPS 2019 Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge ACL 2019 Circuit-GNN: Graph Neural Networks for Distributed Circuit Design ICML 2019 Classifying Signals on Irregular Domains via Convolutional Cluster Pooling AISTATS 2019 CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text EMNLP 2019 Cognitive Graph for Multi-Hop Reading Comprehension at Scale ACL 2019 Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model ACL 2019 Compiler Auto-Vectorization with Imitation Learning NeurIPS 2019 Compositional Fairness Constraints for Graph Embeddings ICML 2019 Conditional Structure Generation through Graph Variational Generative Adversarial Nets NeurIPS 2019 Confidence-based Graph Convolutional Networks for Semi-Supervised Learning AISTATS 2019 Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs EMNLP 2019