Graph Neural Networks

Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019 Efficient Region Embedding with Multi-View Spatial Networks: A Perspective of Locality-Constrained Spatial Autocorrelations AAAI 2019 Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph EMNLP 2019 Evolutionarily Learning Multi-Aspect Interactions and Influences from Network Structure and Node Content AAAI 2019 Fisher-Bures Adversary Graph Convolutional Networks UAI 2019 Gaussian-Induced Convolution for Graphs AAAI 2019 Generalized Matrix Means for Semi-Supervised Learning with Multilayer Graphs NeurIPS 2019 GeniePath: Graph Neural Networks with Adaptive Receptive Paths AAAI 2019 Geometric Hawkes Processes with Graph Convolutional Recurrent Neural Networks AAAI 2019 Graph-Based Semi-Supervised Learning with Non-ignorable Non-response NeurIPS 2019 Graph Normalizing Flows NeurIPS 2019 Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification EMNLP 2019 Hyperbolic Heterogeneous Information Network Embedding AAAI 2019 Improving Neural Entity Disambiguation with Graph Embeddings ACL 2019 Improving Relation Classification by Entity Pair Graph ACML 2019 Improving Textual Network Embedding with Global Attention via Optimal Transport ACL 2019 Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network ACL 2019 Investigating Political Herd Mentality: A Community Sentiment Based Approach ACL 2019 Joint Type Inference on Entities and Relations via Graph Convolutional Networks ACL 2019 Knowledge Distillation via Instance Relationship Graph CVPR 2019 Label Efficient Semi-Supervised Learning via Graph Filtering CVPR 2019 Learning Deviation Payoffs in Simulation-Based Games AAAI 2019 Learning Diffusions without Timestamps AAAI 2019 Learning Local Search Heuristics for Boolean Satisfiability NeurIPS 2019 Learning Nearest Neighbor Graphs from Noisy Distance Samples NeurIPS 2019