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Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs

10 April 2017

M. Simonovsky

N. Komodakis

GNN

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Papers citing "Dynamic Edge-Conditioned Filters in Convolutional Neural Networks on Graphs"

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Title
Equivariant Multi-View Networks Carlos Esteves Yinshuang Xu Christine Allen-Blanchette Kostas Daniilidis 3DPC 95 99 0 01 Apr 2019
Discrete Rotation Equivariance for Point Cloud Recognition Jiaxin Li Yingcai Bi Gim Hee Lee 3DPC 100 24 0 31 Mar 2019
Autoregressive Models for Sequences of Graphs Daniele Zambon Daniele Grattarola L. Livi Cesare Alippi 60 8 0 18 Mar 2019
Deep learning for molecular design - a review of the state of the art Daniel C. Elton Zois Boukouvalas M. Fuge Peter W. Chung AI4CE 3DV 105 328 0 11 Mar 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 421 4,381 0 06 Mar 2019
Generalizing Graph Convolutional Neural Networks with Edge-Variant Recursions on Graphs Elvin Isufi Fernando Gama Alejandro Ribeiro GNN 48 6 0 04 Mar 2019
Octree guided CNN with Spherical Kernels for 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 201 143 0 28 Feb 2019
Fractional spectral graph wavelets and their applications Jiasong Wu Fuzhi Wu Qihan Yang Youyong Kong Xilin Liu Yan Zhang L. Senhadji H. Shu 50 25 0 27 Feb 2019
An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition Chenyang Si Wentao Chen Wei Wang Liang Wang Tieniu Tan 115 716 0 25 Feb 2019
3D Graph Embedding Learning with a Structure-aware Loss Function for Point Cloud Semantic Instance Segmentation Zhidong Liang Ming Yang Chunxiang Wang 3DPC 129 27 0 14 Feb 2019
Deep Learning on Attributed Graphs: A Journey from Graphs to Their Embeddings and Back M. Simonovsky BDL GNN 79 1 0 24 Jan 2019
Hypergraph Convolution and Hypergraph Attention S. Bai Feihu Zhang Philip Torr GNN 139 640 0 23 Jan 2019
Multiple Graph Adversarial Learning Bo Jiang Ziyan Zhang Jin Tang Bin Luo 51 1 0 22 Jan 2019
TactileGCN: A Graph Convolutional Network for Predicting Grasp Stability with Tactile Sensors Alberto Garcia-Garcia Brayan S. Zapata-Impata Sergio Orts P. Gil Jose Garcia-Rodriguez 69 58 0 18 Jan 2019
Graph Neural Networks with convolutional ARMA filters F. Bianchi Daniele Grattarola L. Livi Cesare Alippi GNN 193 401 0 05 Jan 2019
Volumetric Convolution: Automatic Representation Learning in Unit Ball Sameera Ramasinghe Salman Khan Nick Barnes 53 4 0 03 Jan 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 1.0K 8,651 0 03 Jan 2019
Invariant and Equivariant Graph Networks Haggai Maron Heli Ben-Hamu Nadav Shamir Y. Lipman 198 508 0 24 Dec 2018
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.2K 5,605 0 20 Dec 2018
Momen(e)t: Flavor the Moments in Learning to Classify Shapes Mor Joseph-Rivlin Alon Zvirin Ron Kimmel 3DPC 108 67 0 18 Dec 2018
Adversarial Autoencoders with Constant-Curvature Latent Manifolds Daniele Grattarola L. Livi Cesare Alippi BDL 85 29 0 11 Dec 2018
Deep RBFNet: Point Cloud Feature Learning using Radial Basis Functions Weikai Chen Xiaoguang Han Guanbin Li Chao Chen Jun Xing Yajie Zhao Hao Li 3DPC 82 27 0 11 Dec 2018
Deep Learning on Graphs: A Survey Ziwei Zhang Peng Cui Wenwu Zhu GNN 266 1,346 0 11 Dec 2018
A Graph-CNN for 3D Point Cloud Classification Yingxue Zhang Michael G. Rabbat 3DPC 196 160 0 28 Nov 2018
Bayesian graph convolutional neural networks for semi-supervised classification Yingxue Zhang Soumyasundar Pal Mark Coates Deniz Üstebay GNN BDL 93 229 0 27 Nov 2018
DEFactor: Differentiable Edge Factorization-based Probabilistic Graph Generation Rim Assouel Mohamed Ahmed Marwin H. S. Segler Amir Saffari Yoshua Bengio 106 56 0 24 Nov 2018
Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules Boris Knyazev Xiao Lin Mohamed R. Amer Graham W. Taylor GNN 72 31 0 23 Nov 2018
On Filter Size in Graph Convolutional Networks D. V. Tran Nicoló Navarin A. Sperduti GNN 103 50 0 23 Nov 2018
Modeling Local Geometric Structure of 3D Point Clouds using Geo-CNN Shiyi Lan Ruichi Yu Gang Yu L. Davis 3DPC 72 141 0 19 Nov 2018
PointConv: Deep Convolutional Networks on 3D Point Clouds Wenxuan Wu Chen Ma Fuxin Li 3DPC 249 1,578 0 17 Nov 2018
Hierarchical Bipartite Graph Convolution Networks Marcel Nassar GNN 43 18 0 17 Nov 2018
Data-Efficient Graph Embedding Learning for PCB Component Detection Chia-Wen Kuo Jacob Ashmore David Huggins Z. Kira 43 47 0 16 Nov 2018
Pre-training Graph Neural Networks with Kernels Nicoló Navarin D. V. Tran A. Sperduti 96 28 0 16 Nov 2018
Graph Convolutional Neural Networks via Motif-based Attention Hao Peng Jianxin Li Qiran Gong Lihong Wang Yuanxing Ning Philip S. Yu GNN 56 12 0 11 Nov 2018
Towards Sparse Hierarchical Graph Classifiers Cătălina Cangea Petar Velickovic Nikola Jovanović Thomas Kipf Pietro Lio GNN 230 261 0 03 Nov 2018
Know What Your Neighbors Do: 3D Semantic Segmentation of Point Clouds Francis Engelmann Theodora Kontogianni Jonas Schult Bastian Leibe 3DPC 146 109 0 02 Oct 2018
Graph Convolutional Neural Networks based on Quantum Vertex Saliency Lu Bai Yuhang Jiao Luca Rossi Lixin Cui Yue Wang Edwin R. Hancock GNN 35 33 0 04 Sep 2018
Graph reduction with spectral and cut guarantees Andreas Loukas 73 4 0 31 Aug 2018
Learning Human-Object Interactions by Graph Parsing Neural Networks Siyuan Qi Wenguan Wang Baoxiong Jia Jianbing Shen Song-Chun Zhu GNN 110 539 0 23 Aug 2018
SimGNN: A Neural Network Approach to Fast Graph Similarity Computation Yunsheng Bai Haoyang Ding Song Bian Ting-Li Chen Yizhou Sun Wei Wang GNN 85 327 0 16 Aug 2018
URSA: A Neural Network for Unordered Point Clouds Using Constellations M. Skouson Brett J. Borghetti Robert C. Leishman 3DPC 55 2 0 14 Aug 2018
Multiresolution Tree Networks for 3D Point Cloud Processing Matheus Gadelha Rui Wang Subhransu Maji 3DV 3DPC 78 255 0 10 Jul 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 105 548 0 06 Jul 2018
Hierarchical Graph Representation Learning with Differentiable Pooling Rex Ying Jiaxuan You Christopher Morris Xiang Ren William L. Hamilton J. Leskovec GNN 413 2,164 0 22 Jun 2018
Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer's Disease Sarah Parisot S. Ktena Enzo Ferrante M. J. Lee Ricardo Guerrero Ben Glocker Daniel Rueckert MedIm 108 541 0 05 Jun 2018
Graph Capsule Convolutional Neural Networks Saurabh Verma Zhi-Li Zhang GNN 116 129 0 21 May 2018
Spherical Convolutional Neural Network for 3D Point Clouds Huan Lei Naveed Akhtar Ajmal Mian 3DPC 60 20 0 21 May 2018
Change Detection in Graph Streams by Learning Graph Embeddings on Constant-Curvature Manifolds Daniele Grattarola Daniele Zambon Cesare Alippi L. Livi GNN 87 41 0 16 May 2018
Graph Edge Convolutional Neural Networks for Skeleton Based Action Recognition Xikun Zhang Chang Xu Xinmei Tian Dacheng Tao 3DH GNN 102 159 0 16 May 2018
Learning Descriptor Networks for 3D Shape Synthesis and Analysis Jianwen Xie Zilong Zheng Ruiqi Gao Wenguan Wang Song-Chun Zhu Ying Nian Wu GAN 3DV 105 145 0 02 Apr 2018