Graph Neural Networks

Learning Decentralized Controllers for Robot Swarms with Graph Neural Networks CoRL 2019 Learning Discrete Structures for Graph Neural Networks ICML 2019 Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction AAAI 2019 Learning Localized Generative Models for 3D Point Clouds via Graph Convolution ICLR 2019 Learning metrics for persistence-based summaries and applications for graph classification NeurIPS 2019 Learning Multimodal Graph-to-Graph Translation for Molecule Optimization ICLR 2019 Learning Multi-Task Communication with Message Passing for Sequence Learning AAAI 2019 Learning Non-Uniform Hypergraph for Multi-Object Tracking AAAI 2019 Learning Propagation for Arbitrarily-Structured Data ICCV 2019 Learning Semantic-Specific Graph Representation for Multi-Label Image Recognition ICCV 2019 Learning to Cluster Faces on an Affinity Graph CVPR 2019 Learning to Order Graph Elements with Application to Multilingual Surface Realization EMNLP 2019 Learning to Sample Hard Instances for Graph Algorithms ACML 2019 Learning to Solve NP-Complete Problems: A Graph Neural Network for Decision TSP AAAI 2019 Learning to Update Knowledge Graphs by Reading News EMNLP 2019 Learning Trajectory Dependencies for Human Motion Prediction ICCV 2019 Learning value functions with relational state representations for guiding task-and-motion planning CoRL 2019 LENA: Locality-Expanded Neural Embedding for Knowledge Base Completion AAAI 2019 Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network EMNLP 2019 Linkage Based Face Clustering via Graph Convolution Network CVPR 2019 Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding AAAI 2019 Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks NAACL 2019 Look Again at the Syntax: Relational Graph Convolutional Network for Gendered Ambiguous Pronoun Resolution ACL 2019 LPD-Net: 3D Point Cloud Learning for Large-Scale Place Recognition and Environment Analysis ICCV 2019 Machine Reading Comprehension Using Structural Knowledge Graph-aware Network EMNLP 2019