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Geometric deep learning on graphs and manifolds using mixture model CNNs

25 November 2016

Papers citing "Geometric deep learning on graphs and manifolds using mixture model CNNs"

50 / 847 papers shown

Title
Spectral Graph Transformer Networks for Brain Surface Parcellation Ran He Karthik Gopinath Christian Desrosiers H. Lombaert MedIm 61 10 0 22 Nov 2019
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Ekagra Ranjan Soumya Sanyal Partha P. Talukdar GNN 193 337 0 18 Nov 2019
Graph Neural Ordinary Differential Equations Michael Poli Stefano Massaroli Junyoung Park Atsushi Yamashita Hajime Asama Jinkyoo Park AI4CE 160 163 0 18 Nov 2019
Graph-Revised Convolutional Network Donghan Yu Ruohong Zhang Zhengbao Jiang Yuexin Wu Yiming Yang GNN 75 98 0 17 Nov 2019
Hierarchical Graph Pooling with Structure Learning Zhen Zhang Jiajun Bu Martin Ester Jianfeng Zhang Chengwei Yao Zhi Yu Can Wang 102 178 0 14 Nov 2019
SpiralNet++: A Fast and Highly Efficient Mesh Convolution Operator Shunwang Gong Lei Chen M. Bronstein Stefanos Zafeiriou 3DH 136 148 0 13 Nov 2019
Multi-hop Convolutions on Weighted Graphs Qikui Zhu Bo Du Pingkun Yan 51 15 0 12 Nov 2019
Learning Graph Convolutional Network for Skeleton-based Human Action Recognition by Neural Searching Wei Peng Xiaopeng Hong Haoyu Chen Guoying Zhao GNN 89 331 0 11 Nov 2019
Higher-order Weighted Graph Convolutional Networks Songtao Liu Lingwei Chen Hanze Dong Zihao Wang Dinghao Wu Zengfeng Huang GNN 65 26 0 11 Nov 2019
Bayesian Graph Convolutional Neural Networks using Node Copying Soumyasundar Pal Florence Regol Mark Coates BDL GNN 75 12 0 08 Nov 2019
Graph Transformer Networks Seongjun Yun Minbyul Jeong Raehyun Kim Jaewoo Kang Hyunwoo J. Kim 159 989 0 06 Nov 2019
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction Fenyu Hu Yanqiao Zhu Shu Wu Weiran Huang Liang Wang Tieniu Tan GNN 66 47 0 05 Nov 2019
Diffusion Improves Graph Learning Johannes Klicpera Stefan Weißenberger Stephan Günnemann GNN 174 717 0 28 Oct 2019
PRNet: Self-Supervised Learning for Partial-to-Partial Registration Yue Wang Justin Solomon SSL 3DPC 142 390 0 27 Oct 2019
Bayesian Graph Convolutional Neural Networks Using Non-Parametric Graph Learning Soumyasundar Pal Florence Regol Mark Coates BDL GNN 63 13 0 26 Oct 2019
Topological based classification using graph convolutional networks R. Abel I. Benami Y. Louzoun GNN 34 5 0 26 Oct 2019
Improving Graph Attention Networks with Large Margin-based Constraints Guangtao Wang Rex Ying Jing-ling Huang J. Leskovec 63 81 0 25 Oct 2019
Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling F. Bianchi Daniele Grattarola L. Livi Cesare Alippi 184 49 0 24 Oct 2019
Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network Jintao Ke Xiaoran Qin Hai Yang Zhengfei Zheng Zheng Zhu Jieping Ye AI4TS 72 157 0 17 Oct 2019
On Learning Paradigms for the Travelling Salesman Problem Chaitanya K. Joshi T. Laurent Xavier Bresson 145 33 0 16 Oct 2019
Human Action Recognition with Multi-Laplacian Graph Convolutional Networks A. Mazari H. Sahbi GNN 41 5 0 15 Oct 2019
Improved Generalization Bounds of Group Invariant / Equivariant Deep Networks via Quotient Feature Spaces Akiyoshi Sannai Masaaki Imaizumi M. Kawano MLT 55 31 0 15 Oct 2019
Multi-modal Deep Analysis for Multimedia Wenwu Zhu Xin Eric Wang Hongzhi Li 74 43 0 11 Oct 2019
Graph-based Spatial-temporal Feature Learning for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos 79 26 0 08 Oct 2019
Effective Stabilized Self-Training on Few-Labeled Graph Data Ziang Zhou Jieming Shi Shengzhong Zhang Zengfeng Huang Qing Li 149 14 0 07 Oct 2019
Residual Attention Graph Convolutional Network for Geometric 3D Scene Classification Albert Mosella-Montoro Javier Ruiz-Hidalgo 3DPC 128 8 0 30 Sep 2019
Graph-Preserving Grid Layout: A Simple Graph Drawing Method for Graph Classification using CNNs Yecheng Lyu Xinming Huang Ziming Zhang 36 0 0 26 Sep 2019
Quantum Graph Neural Networks Guillaume Verdon Trevor McCourt Enxhell Luzhnica Vikas Singh Stefan Leichenauer Jack Hidary GNN 87 107 0 26 Sep 2019
GraphMix: Improved Training of GNNs for Semi-Supervised Learning Vikas Verma Meng Qu Kenji Kawaguchi Alex Lamb Yoshua Bengio Arno Solin Jian Tang 92 62 0 25 Sep 2019
Horizontal Flows and Manifold Stochastics in Geometric Deep Learning Stefan Sommer A. Bronstein 72 11 0 13 Sep 2019
Geometric Brain Surface Network For Brain Cortical Parcellation Wen Zhang Yalin Wang 15 5 0 13 Sep 2019
CvxNet: Learnable Convex Decomposition Boyang Deng Kyle Genova S. Yazdani Sofien Bouaziz Geoffrey E. Hinton Andrea Tagliasacchi 77 255 0 12 Sep 2019
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Jiawei Zhang Lin Meng 101 54 0 12 Sep 2019
Spatial Graph Convolutional Networks Tomasz Danel Przemysław Spurek Jacek Tabor Marek Śmieja Lukasz Struski Agnieszka Słowik Lukasz Maziarka GNN 91 10 0 11 Sep 2019
Joint Learning of Graph Representation and Node Features in Graph Convolutional Neural Networks Jiaxiang Tang Wei Hu Xiang Gao Zongming Guo GNN 25 8 0 11 Sep 2019
GMLS-Nets: A framework for learning from unstructured data Nathaniel Trask Ravi G. Patel B. Gross P. Atzberger 59 42 0 07 Sep 2019
NEAR: Neighborhood Edge AggregatoR for Graph Classification Cheolhyeong Kim Haeseong Moon H. Hwang GNN 133 6 0 06 Sep 2019
Context-Aware Graph Attention Networks Bo Jiang Leiling Wang Jin Tang Bin Luo GNN 27 4 0 04 Sep 2019
GmCN: Graph Mask Convolutional Network A. Jung Beibei Wang Jin Tang Bin Luo 40 1 0 04 Sep 2019
Predicting Animation Skeletons for 3D Articulated Models via Volumetric Nets Zhan Xu Yang Zhou E. Kalogerakis Karan Singh 3DH 85 47 0 22 Aug 2019
Transferring Robustness for Graph Neural Network Against Poisoning Attacks Xianfeng Tang Yandong Li Yiwei Sun Huaxiu Yao P. Mitra Suhang Wang OOD AAML 107 184 0 20 Aug 2019
Probabilistic Reconstruction Networks for 3D Shape Inference from a Single Image Roman Klokov Jakob Verbeek Edmond Boyer 3DV 59 14 0 20 Aug 2019
Graph-Based Object Classification for Neuromorphic Vision Sensing Yin Bi Aaron Chadha Alhabib Abbas Eirina Bourtsoulatze Y. Andreopoulos GNN 71 166 0 19 Aug 2019
Semi-supervised Learning with Adaptive Neighborhood Graph Propagation Network Bo Jiang Leiling Wang Jin Tang Bin Luo GNN 32 0 0 14 Aug 2019
Learning Two-View Correspondences and Geometry Using Order-Aware Network Jiahui Zhang Dawei Sun Zixin Luo Anbang Yao Lei Zhou Tianwei Shen Yurong Chen Long Quan Hongen Liao 3DPC 80 311 0 14 Aug 2019
Sparse hierarchical representation learning on molecular graphs M. Bal Hagen Triendl Mariana Assmann M. Craig Lawrence Phillips J. Frost Usman Bashir Noor Shaker V. Stojevic GNN 48 1 0 06 Aug 2019
Hybrid Low-order and Higher-order Graph Convolutional Networks Fangyu Lei Xun Liu Qingyun Dai B. Ling Huimin Zhao Yan Liu GNN 36 16 0 02 Aug 2019
Learning to Adapt Invariance in Memory for Person Re-identification Zhun Zhong Liang Zheng Zhiming Luo Shaozi Li Yezhou Yang OOD 81 179 0 01 Aug 2019
Transferability of Spectral Graph Convolutional Neural Networks Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 148 130 0 30 Jul 2019
Orientation-aware Semantic Segmentation on Icosahedron Spheres Chao Zhang Stephan Liwicki William A. P. Smith R. Cipolla 88 80 0 30 Jul 2019