CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters

22 May 2017

Papers citing "CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters"

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Title
Revisiting 2D Convolutional Neural Networks for Graph-based Applications Yecheng Lyu Xinming Huang Ziming Zhang GNN 23 4 0 23 May 2021
Adaptive Filters in Graph Convolutional Neural Networks Andrea Apicella Francesco Isgrò A. Pollastro R. Prevete GNN 19 16 0 21 May 2021
AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter Yushun Dong Kaize Ding B. Jalaeian Shuiwang Ji Jundong Li 64 60 0 26 Apr 2021
HodgeNet: Learning Spectral Geometry on Triangle Meshes Dmitriy Smirnov Justin Solomon 33 25 0 26 Apr 2021
Learning Chebyshev Basis in Graph Convolutional Networks for Skeleton-based Action Recognition H. Sahbi GNN 25 0 0 12 Apr 2021
Pyramidal Reservoir Graph Neural Network F. Bianchi Claudio Gallicchio A. Micheli GNN 17 13 0 10 Apr 2021
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks H. Sahbi 3DH GNN 18 3 0 09 Apr 2021
Field Convolutions for Surface CNNs Thomas W. Mitchel Vladimir G. Kim Michael Kazhdan 21 19 0 08 Apr 2021
Graph Generative Models for Fast Detector Simulations in High Energy Physics A. Hariri Darya Dyachkova Sergei Gleyzer AI4CE 24 6 0 05 Apr 2021
Dual Mesh Convolutional Networks for Human Shape Correspondence Nitika Verma A. Boukhayma Jakob Verbeek Edmond Boyer 3DH 18 5 0 23 Mar 2021
Implementing graph neural networks with TensorFlow-Keras Patrick Reiser André Eberhard Pascal Friederich GNN 8 15 0 07 Mar 2021
Interpretable Stability Bounds for Spectral Graph Filters Henry Kenlay D. Thanou Xiaowen Dong 6 39 0 18 Feb 2021
Learning Graph Representations Rucha Bhalchandra Joshi Subhankar Mishra GNN AI4CE 8 5 0 03 Feb 2021
A Review of Graph Neural Networks and Their Applications in Power Systems Wenlong Liao B. Bak‐Jensen J. Pillai Yuelong Wang Yusen Wang GNN AI4CE 14 209 0 25 Jan 2021
Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network Jianguo Chen KenLi Li Keqin Li Philip S. Yu Zeng Zeng 27 82 0 19 Jan 2021
CaEGCN: Cross-Attention Fusion based Enhanced Graph Convolutional Network for Clustering Guangyu Huo Yong Zhang Junbin Gao Boyue Wang Yongli Hu Baocai Yin GNN 25 28 0 18 Jan 2021
Graph Networks with Spectral Message Passing Kimberly L. Stachenfeld Jonathan Godwin Peter W. Battaglia 30 12 0 31 Dec 2020
Action Recognition with Kernel-based Graph Convolutional Networks H. Sahbi GNN 21 1 0 28 Dec 2020
An Experimental Study of the Transferability of Spectral Graph Networks Axel Nilsson Xavier Bresson 25 3 0 18 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 115 0 16 Dec 2020
CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning Haoteng Tang Guixiang Ma Lifang He Heng-Chiao Huang Liang Zhan GNN 27 24 0 10 Dec 2020
DiffusionNet: Discretization Agnostic Learning on Surfaces Nicholas Sharp Souhaib Attaiki Keenan Crane M. Ovsjanikov 3DH 14 196 0 01 Dec 2020
GraphSeam: Supervised Graph Learning Framework for Semantic UV Mapping Fatemeh Teimury Bruno Roy Juan Sebastián Casallas David MacDonald Mark J. Coates AI4CE 37 2 0 27 Nov 2020
Fourier-based and Rational Graph Filters for Spectral Processing Giuseppe Patané 6 5 0 08 Nov 2020
Nonlinear State-Space Generalizations of Graph Convolutional Neural Networks Luana Ruiz Fernando Gama Alejandro Ribeiro Elvin Isufi GNN 42 0 0 27 Oct 2020
On the Stability of Graph Convolutional Neural Networks under Edge Rewiring Henry Kenlay D. Thanou Xiaowen Dong 17 30 0 26 Oct 2020
Revisiting convolutional neural network on graphs with polynomial approximations of Laplace-Beltrami spectral filtering Shih-Gu Huang M. Chung A. Qiu Alzheimer's Disease Neuroimaging Initiative 24 11 0 26 Oct 2020
On the Global Self-attention Mechanism for Graph Convolutional Networks Chen Wang Chengyuan Deng GNN 29 4 0 21 Oct 2020
Graph Fairing Convolutional Networks for Anomaly Detection Mahsa Mesgaran A. Ben Hamza 10 23 0 20 Oct 2020
PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks Minh Nhat Vu My T. Thai BDL 10 327 0 12 Oct 2020
A Practical Tutorial on Graph Neural Networks I. Ward J. Joyner C. Lickfold Yulan Guo Bennamoun GNN AI4CE 22 12 0 11 Oct 2020
Directional Graph Networks Dominique Beaini Saro Passaro Vincent Létourneau William L. Hamilton Gabriele Corso Pietro Lió 44 184 0 06 Oct 2020
LFGCN: Levitating over Graphs with Levy Flights Yuzhou Chen Yulia R. Gel Konstantin Avrachenkov 16 7 0 04 Sep 2020
Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information Enyan Dai Suhang Wang FaML 16 239 0 03 Sep 2020
Optimization of Graph Neural Networks with Natural Gradient Descent M. Izadi Yihao Fang R. Stevenson Lizhen Lin GNN 22 41 0 21 Aug 2020
Mesh Guided One-shot Face Reenactment using Graph Convolutional Networks Guangming Yao Yi Yuan Tianjia Shao Kun Zhou 3DH CVBM 27 56 0 18 Aug 2020
Graph Convolution with Low-rank Learnable Local Filters Xiuyuan Cheng Zichen Miao Qiang Qiu GNN 14 0 0 04 Aug 2020
Learning to Generate Customized Dynamic 3D Facial Expressions Rolandos Alexandros Potamias Jiali Zheng Stylianos Ploumpis Giorgos Bouritsas Evangelos Ververas S. Zafeiriou 3DH 31 22 0 19 Jul 2020
Pre-Trained Models for Heterogeneous Information Networks Yang Fang Xiang Zhao Yifan Chen W. Xiao Maarten de Rijke SSL 35 1 0 07 Jul 2020
Relational Fusion Networks: Graph Convolutional Networks for Road Networks T. S. Jepsen Christian S. Jensen Thomas D. Nielsen GNN 14 39 0 16 Jun 2020
DeeperGCN: All You Need to Train Deeper GCNs Guohao Li Chenxin Xiong Ali K. Thabet Bernard Ghanem GNN 19 431 0 13 Jun 2020
Data Augmentation for Graph Neural Networks Tong Zhao Yozen Liu Leonardo Neves Oliver J. Woodford Meng-Long Jiang Neil Shah GNN 30 407 0 11 Jun 2020
Wide and Deep Graph Neural Networks with Distributed Online Learning Zhan Gao Fernando Gama Alejandro Ribeiro GNN 35 10 0 11 Jun 2020
Eigen-GNN: A Graph Structure Preserving Plug-in for GNNs Ziwei Zhang Peng Cui J. Pei Xin Eric Wang Wenwu Zhu GNN 34 29 0 08 Jun 2020
SIGN: Scalable Inception Graph Neural Networks Fabrizio Frasca Emanuele Rossi D. Eynard B. Chamberlain M. Bronstein Federico Monti GNN 19 392 0 23 Apr 2020
Perturb More, Trap More: Understanding Behaviors of Graph Neural Networks Chaojie Ji Ruxin Wang Hongyan Wu 23 7 0 21 Apr 2020
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation Xiaocong Chen Chaoran Huang Lina Yao Xianzhi Wang Wei Liu Wenjie Zhang 12 35 0 17 Apr 2020
Principal Neighbourhood Aggregation for Graph Nets Gabriele Corso Luca Cavalleri Dominique Beaini Pietro Lió Petar Velickovic GNN 18 650 0 12 Apr 2020
Weakly-Supervised Mesh-Convolutional Hand Reconstruction in the Wild Dominik Kulon R. Güler Iasonas Kokkinos M. Bronstein S. Zafeiriou 3DH 6 207 0 04 Apr 2020
Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks M. Balcilar G. Renton Pierre Héroux Benoit Gaüzère Sébastien Adam P. Honeine 21 60 0 26 Mar 2020