神经网络能用来干什么_「十项全能」图神经网络能干嘛?
前几天在群里划水,有人在问图神经网络能应用于NLP/CV吗?
回想一下这两年GNN的发展,貌似我知道的领域全都有GNN的身影. 这让我想起了中文西那把无所不能的终极杀人武器:夺命3000.
下面就梳理一下GNN活跃的十个领域.正所谓"十项全能GNN"
注: 这里每个领域只简单罗列几篇,只是为了说明GNN得到了成功应用.
自然语言处理
19AAAI Graph convolutional networks for text classification
19EMNLP Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification
计算机视觉
20CVPR Graph-FCN for image semantic segmentation
20CVPR GraphTER: Unsupervised Learning of Graph Transformation Equivariant Representations via Auto-Encoding Node-wise Transformations
20CVPR Grid-GCN for Fast and Scalable Point Cloud Learning
推荐系统
19KDD MEIRec Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation
19SIGIR NGCF Neural Graph Collaborative Filtering
18KDD PinSage Graph Convolutional Neural Networks for Web-Scale Recommender Systems
强化学习
18ICLR NerveNet: Learning Structured Policy with Graph Neural Networks
19NIPS Learning Transferable Graph Exploration
20AAAI Multi-Agent Game Abstraction via Graph Attention Neural Network
交通/城市
19AAAI Spatiotemporal Multi‐Graph Convolution Network for Ride-hailing Demand Forecasting
19NIPS Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks. NeurIPS 2019.
20AAAI GMAN: A Graph Multi‐Attention Network for Traffic Prediction
物理
19ICML Graph Element Networks: adaptive, structured computation and memory
18ICML Graph networks as learnable physics engines for inference and control
组合优化
19ICML Learning a SAT Solver from Single-Bit Supervision
19AAAI Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP
19NIPS Exact Combinatorial Optimization with Graph Convolutional Neural Networks.
分子/药物设计
20ICLR Directional Message Passing for Molecular Graphs
19ICLR Learning Multimodal Graph-to-Graph Translation for Molecular Optimization
19KDD Graph Transformation Policy Network for Chemical Reaction Prediction
程序代码分析
19ICML Open Vocabulary Learning on Source Code with a Graph-Structured Cache
19NIPS Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks
恶意检测
19AAAI Graph Neural Networks with Adaptive Receptive Paths
19CIKM GAS Spam Review Detection with Graph Convolutional Networks