Graph Neural Networks

Protein Interface Prediction using Graph Convolutional Networks NeurIPS 2017 SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation CVPR 2017 The More You Know: Using Knowledge Graphs for Image Classification CVPR 2017 Vertex-Weighted Hypergraph Learning for Multi-View Object Classification IJCAI 2017 Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering NeurIPS 2016 Diffusion-Convolutional Neural Networks NeurIPS 2016 Discriminative Embeddings of Latent Variable Models for Structured Data ICML 2016 GAKE: Graph Aware Knowledge Embedding COLING 2016 GraB: Visual Saliency via Novel Graph Model and Background Priors CVPR 2016 Interaction Networks for Learning about Objects, Relations and Physics NeurIPS 2016 Learning Convolutional Neural Networks for Graphs ICML 2016 Learning shape correspondence with anisotropic convolutional neural networks NeurIPS 2016 Non-Linear Smoothed Transductive Network Embedding with Text Information ACML 2016 Novel Front-End Features Based on Neural Graph Embeddings for DNN-HMM and LSTM-CTC Acoustic Modeling Interspeech 2016 Protein contact prediction from amino acid co-evolution using convolutional networks for graph-valued images NeurIPS 2016 Robust Visual Place Recognition With Graph Kernels CVPR 2016 Structural-RNN: Deep Learning on Spatio-Temporal Graphs CVPR 2016 Convolutional Networks on Graphs for Learning Molecular Fingerprints NeurIPS 2015 Integration of Single-view Graphs with Diffusion of Tensor Product Graphs for Multi-view Spectral Clustering ACML 2015 Attributed Graph Mining and Matching: An Attempt to Define and Extract Soft Attributed Patterns CVPR 2014 Distributed Power-law Graph Computing: Theoretical and Empirical Analysis NeurIPS 2014 Stable and Informative Spectral Signatures for Graph Matching CVPR 2014 Analyzing the Harmonic Structure in Graph-Based Learning NeurIPS 2013 Coinciding Walk Kernels: Parallel Absorbing Random Walks for Learning with Graphs and Few Labels ACML 2013 Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching NeurIPS 2013