Geometric deep learning: going beyond Euclidean data

24 November 2016

Joan Bruna

Papers citing "Geometric deep learning: going beyond Euclidean data"

30 / 1,430 papers shown

Title
Hybrid Approach of Relation Network and Localized Graph Convolutional Filtering for Breast Cancer Subtype Classification SungMin Rhee Seokjun Seo Sun Kim GNN 26 173 0 16 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 22 1,230 0 10 Nov 2017
Learning flexible representations of stochastic processes on graphs Addison W. Bohannon Brian M. Sadler R. Balan GNN 16 1 0 03 Nov 2017
Learning Depthwise Separable Graph Convolution from Data Manifold Guokun Lai Hanxiao Liu Yiming Yang 30 1 0 31 Oct 2017
Convolutional Neural Networks Via Node-Varying Graph Filters Fernando Gama G. Leus A. Marques Alejandro Ribeiro GNN 94 19 0 27 Oct 2017
Watch Your Step: Learning Node Embeddings via Graph Attention Sami Abu-El-Haija Bryan Perozzi Rami Al-Rfou Alexander A. Alemi GNN 22 32 0 26 Oct 2017
A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications Hongyun Cai V. Zheng Kevin Chen-Chuan Chang AI4TS 27 1,780 0 22 Sep 2017
Representation Learning on Graphs: Methods and Applications William L. Hamilton Rex Ying J. Leskovec GNN 32 1,966 0 17 Sep 2017
Learning Invariant Riemannian Geometric Representations Using Deep Nets Suhas Lohit P. Turaga 8 13 0 30 Aug 2017
Graph Classification via Deep Learning with Virtual Nodes Trang Pham T. Tran K. Dam Svetha Venkatesh GNN 15 45 0 14 Aug 2017
Geometric Convolutional Neural Network for Analyzing Surface-Based Neuroimaging Data Si-Baek Seong Chongwon Pae Hae-Jeong Park 16 32 0 02 Aug 2017
Graph-Based Classification of Omnidirectional Images Renata Khasanova P. Frossard 24 71 0 26 Jul 2017
Revised Note on Learning Algorithms for Quadratic Assignment with Graph Neural Networks Alex W. Nowak Soledad Villar Afonso S. Bandeira Joan Bruna 36 113 0 22 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 19 53 0 08 Jun 2017
Surface Networks Ilya Kostrikov Zhongshi Jiang Daniele Panozzo Denis Zorin Joan Bruna 16 99 0 30 May 2017
Supervised Community Detection with Line Graph Neural Networks Zhengdao Chen Xiang Li Joan Bruna 13 78 0 23 May 2017
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters Ron Levie Federico Monti Xavier Bresson M. Bronstein GNN 33 657 0 22 May 2017
The Kernel Mixture Network: A Nonparametric Method for Conditional Density Estimation of Continuous Random Variables L. Ambrogioni Umut Güçlü Marcel van Gerven E. Maris BDL 27 47 0 19 May 2017
Deep Functional Maps: Structured Prediction for Dense Shape Correspondence Or Litany Tal Remez Emanuele Rodolà A. Bronstein M. Bronstein 3DPC 22 284 0 27 Apr 2017
A Generalization of Convolutional Neural Networks to Graph-Structured Data Yotam Hechtlinger Purvasha Chakravarti Jining Qin GNN 11 87 0 26 Apr 2017
Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Federico Monti M. Bronstein Xavier Bresson GNN 13 516 0 22 Apr 2017
Fast Spectral Ranking for Similarity Search Ahmet Iscen Yannis Avrithis Giorgos Tolias Teddy Furon Ondřej Chum 22 48 0 20 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
3D Shape Segmentation via Shape Fully Convolutional Networks Pengyu Wang Y. Gan Panpan Shui Fenggen Yu Yan Zhang Song-Le Chen Zhengxing Sun 3DPC 12 86 0 28 Feb 2017
Unifying local and non-local signal processing with graph CNNs Gilles Puy Srdan Kitic P. Pérez GNN 14 16 0 24 Feb 2017
A Compositional Object-Based Approach to Learning Physical Dynamics Michael Chang T. Ullman Antonio Torralba J. Tenenbaum AI4CE OCL 241 438 0 01 Dec 2016
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 280 1,400 0 01 Dec 2016
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 251 1,811 0 25 Nov 2016
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 179 1,185 0 30 Nov 2014