Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

30 June 2016

Papers citing "Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering"

49 / 1,099 papers shown

Title
Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning Qimai Li Zhichao Han Xiao-Ming Wu GNN SSL 72 2,777 0 22 Jan 2018
Deep learning for determining a near-optimal topological design without any iteration Yonggyun Yu Taeil Hur Jaeho Jung I. Jang 3DV 19 289 0 13 Jan 2018
Adaptive Graph Convolutional Neural Networks Ruoyu Li Sheng Wang Feiyun Zhu Junzhou Huang GNN 26 746 0 10 Jan 2018
Covariant Compositional Networks For Learning Graphs Risi Kondor H. Son Horace Pan Brandon M. Anderson Shubhendu Trivedi GNN 33 165 0 07 Jan 2018
FoldingNet: Point Cloud Auto-encoder via Deep Grid Deformation Yaoqing Yang Chen Feng Yiru Shen Dong Tian 3DPC 40 75 0 19 Dec 2017
Predicting Station-level Hourly Demands in a Large-scale Bike-sharing Network: A Graph Convolutional Neural Network Approach Lei Lin Zhengbing He S. Peeta GNN 12 370 0 13 Dec 2017
DGCNN: Disordered Graph Convolutional Neural Network Based on the Gaussian Mixture Model Bo Wu Yang Liu B. Lang Lei Huang 27 68 0 10 Dec 2017
Deformable Shape Completion with Graph Convolutional Autoencoders Or Litany A. Bronstein M. Bronstein A. Makadia 23 222 0 01 Dec 2017
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels Matthias Fey J. E. Lenssen F. Weichert H. Müller 3DPC 36 437 0 24 Nov 2017
Residual Gated Graph ConvNets Xavier Bresson T. Laurent GNN 36 463 0 20 Nov 2017
Learning SO(3) Equivariant Representations with Spherical CNNs Carlos Esteves Christine Allen-Blanchette A. Makadia Kostas Daniilidis 65 509 0 17 Nov 2017
Action-Attending Graphic Neural Network Chaolong Li Zhen Cui Wenming Zheng Chunyan Xu Rongrong Ji Jian Yang 25 50 0 17 Nov 2017
Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification SungMin Rhee Seokjun Seo Sun Kim GNN 31 173 0 16 Nov 2017
Kernel Graph Convolutional Neural Networks Giannis Nikolentzos Polykarpos Meladianos A. Tixier Konstantinos Skianis Michalis Vazirgiannis GNN 16 60 0 29 Oct 2017
Topology Adaptive Graph Convolutional Networks Jian Du Shanghang Zhang Guanhang Wu José M. F. Moura S. Kar GNN 27 298 0 28 Oct 2017
Learning Structural Node Embeddings Via Diffusion Wavelets Claire Donnat Marinka Zitnik David Hallac J. Leskovec GNN DiffM 30 386 0 27 Oct 2017
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications Hongyun Cai V. Zheng Kevin Chen-Chuan Chang AI4TS 53 1,781 0 22 Sep 2017
Representation Learning on Graphs: Methods and Applications William L. Hamilton Rex Ying J. Leskovec GNN 37 1,966 0 17 Sep 2017
Mesh-based Autoencoders for Localized Deformation Component Analysis Qingyang Tan Lin Gao Yu-Kun Lai Jie-jin Yang Shi-hong Xia 29 64 0 13 Sep 2017
Learning Graph-Level Representation for Drug Discovery Junying Li Deng Cai Xiaofei He GNN AI4CE 26 115 0 12 Sep 2017
Learning Graph Topological Features via GAN Weiyi Liu Hal Cooper Min Hwan Oh Fucai Yu Pin-Yu Chen Toyotaro Suzumura Guangmin Hu GAN AI4CE 25 25 0 11 Sep 2017
Urban morphology meets deep learning: Exploring urban forms in one million cities, town and villages across the planet V. Moosavi HAI 32 32 0 09 Sep 2017
Learning Graph While Training: An Evolving Graph Convolutional Neural Network Ruoyu Li Junzhou Huang GNN 30 7 0 10 Aug 2017
Graph-Based Classification of Omnidirectional Images Renata Khasanova P. Frossard 32 71 0 26 Jul 2017
Learning Representations and Generative Models for 3D Point Clouds Panos Achlioptas Olga Diamanti Ioannis Mitliagkas Leonidas J. Guibas 3DV 3DPC 36 88 0 08 Jul 2017
FeaStNet: Feature-Steered Graph Convolutions for 3D Shape Analysis Nitika Verma Edmond Boyer Jakob Verbeek 3DPC GNN 18 25 0 16 Jun 2017
Learning Local Receptive Fields and their Weight Sharing Scheme on Graphs Jean-Charles Vialatte Vincent Gripon G. Coppin 9 5 0 08 Jun 2017
Generalized Value Iteration Networks: Life Beyond Lattices Sufeng Niu Siheng Chen Hanyu Guo Colin Targonski M. C. Smith J. Kovacevic GNN 27 53 0 08 Jun 2017
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters Ron Levie Federico Monti Xavier Bresson M. Bronstein GNN 38 657 0 22 May 2017
Deep neural networks on graph signals for brain imaging analysis Yiluan Guo Hossein Nejati Ngai-man Cheung GNN 11 25 0 13 May 2017
Graph Embedding Techniques, Applications, and Performance: A Survey Palash Goyal Emilio Ferrara GNN AI4TS 35 1,721 0 08 May 2017
Bootstrapping Graph Convolutional Neural Networks for Autism Spectrum Disorder Classification Rushil Anirudh Jayaraman J. Thiagarajan 33 90 0 24 Apr 2017
Dynamic Graph Convolutional Networks Franco Manessi A. Rozza M. Manzo GNN 33 364 0 20 Apr 2017
Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs M. Simonovsky N. Komodakis GNN 21 1,221 0 10 Apr 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 83 7,314 0 04 Apr 2017
Deep Deterministic Policy Gradient for Urban Traffic Light Control Noe Casas 24 165 0 27 Mar 2017
Fast Spectral Ranking for Similarity Search Ahmet Iscen Yannis Avrithis Giorgos Tolias Teddy Furon Ondřej Chum 28 48 0 20 Mar 2017
Modeling Relational Data with Graph Convolutional Networks M. Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 89 4,736 0 17 Mar 2017
Neural Graph Machines: Learning Neural Networks Using Graphs T. Bui Sujith Ravi Vivek Ramavajjala GNN 22 29 0 14 Mar 2017
Bootstrapped Graph Diffusions: Exposing the Power of Nonlinearity Eliav Buchnik E. Cohen 8 22 0 07 Mar 2017
Distance Metric Learning using Graph Convolutional Networks: Application to Functional Brain Networks S. Ktena Sarah Parisot Enzo Ferrante Martin Rajchl M. J. Lee Ben Glocker Daniel Rueckert GNN 18 191 0 07 Mar 2017
Robust Spatial Filtering with Graph Convolutional Neural Networks F. Such Shagan Sah Miguel Domínguez Suhas Pillai Chao Zhang A. Michael N. Cahill R. Ptucha GNN 29 140 0 02 Mar 2017
A Unifying View of Explicit and Implicit Feature Maps of Graph Kernels Nils M. Kriege Marion Neumann Christopher Morris Kristian Kersting Petra Mutzel 31 22 0 02 Mar 2017
QCD-Aware Recursive Neural Networks for Jet Physics Gilles Louppe Kyunghyun Cho C. Becot Kyle Cranmer BDL 24 189 0 02 Feb 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 36 758 0 22 Dec 2016
SyncSpecCNN: Synchronized Spectral CNN for 3D Shape Segmentation L. Yi Hao Su Xingwen Guo Leonidas J. Guibas GNN 3DPC 19 466 0 02 Dec 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 261 3,240 0 24 Nov 2016
DeepCas: an End-to-end Predictor of Information Cascades Cheng Li Jiaqi Ma Xiaoxiao Guo Qiaozhu Mei GNN 27 324 0 16 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 22 28,596 0 09 Sep 2016