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"

50 / 1,131 papers shown

Title
Vision GNN: An Image is Worth Graph of Nodes Kai Han Yunhe Wang Jianyuan Guo Yehui Tang Enhua Wu GNN 3DH 19 352 0 01 Jun 2022
InducT-GCN: Inductive Graph Convolutional Networks for Text Classification Kunze Wang S. Han Josiah Poon GNN 26 37 0 01 Jun 2022
Skeleton-based Action Recognition via Temporal-Channel Aggregation Shengqin Wang Yongji Zhang M. Zhao Hong Qi Kai Wang Fenglin Wei Yu-Gang Jiang 36 23 0 31 May 2022
Rethinking Graph Neural Networks for Anomaly Detection Jianheng Tang Jiajin Li Zi-Chao Gao Jia Li 71 205 0 31 May 2022
OOD Link Prediction Generalization Capabilities of Message-Passing GNNs in Larger Test Graphs Yangze Zhou Gitta Kutyniok Bruno Ribeiro OODD AI4CE 83 37 0 30 May 2022
Capturing Graphs with Hypo-Elliptic Diffusions Csaba Tóth Darrick Lee Celia Hacker Harald Oberhauser 33 12 0 27 May 2022
EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks Runlin Lei Zhen Wang Yaliang Li Bolin Ding Zhewei Wei AAML 28 42 0 27 May 2022
Parallel and Distributed Graph Neural Networks: An In-Depth Concurrency Analysis Maciej Besta Torsten Hoefler GNN 34 56 0 19 May 2022
Scalable algorithms for physics-informed neural and graph networks K. Shukla Mengjia Xu N. Trask George Karniadakis PINN AI4CE 75 40 0 16 May 2022
3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design Yinan Huang Xing Peng Jianzhu Ma Muhan Zhang BDL 32 48 0 15 May 2022
Finding Global Homophily in Graph Neural Networks When Meeting Heterophily Xiang Li Renyu Zhu Yao Cheng Caihua Shan Siqiang Luo Dongsheng Li Wei Qian 24 182 0 15 May 2022
Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System Kaixuan Chen Shunyu Liu Na Yu Rong Yan Quan Zhang Mingli Song Zunlei Feng Mingli Song OOD 15 4 0 12 May 2022
Graph Fusion Network for Multi-Oriented Object Detection Shi-Xue Zhang Xiaobin Zhu Jie-Bo Hou Xu-Cheng Yin 25 13 0 07 May 2022
Collaborative Learning for Hand and Object Reconstruction with Attention-guided Graph Convolution Tze Ho Elden Tse K. Kim A. Leonardis H. Chang 3DH 19 57 0 27 Apr 2022
Unified GCNs: Towards Connecting GCNs with CNNs Ziyan Zhang Bo Jiang Bin Luo GNN 31 1 0 26 Apr 2022
Automating Neural Architecture Design without Search Zixuan Liang Yanan Sun 3DV 23 0 0 21 Apr 2022
Label Efficient Regularization and Propagation for Graph Node Classification Tian Xie Rajgopal Kannan C.-C. Jay Kuo 27 2 0 19 Apr 2022
STONet: A Neural-Operator-Driven Spatio-temporal Network Haitao Lin Guojiang Zhao Lirong Wu Stan Z. Li AI4TS AI4CE 18 1 0 18 Apr 2022
Theory of Graph Neural Networks: Representation and Learning Stefanie Jegelka GNN AI4CE 33 68 0 16 Apr 2022
Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network Hann Meng Yuexing Peng Wenbo Wang Peng Cheng Yonghui Li Wei Xiang 32 10 0 15 Apr 2022
FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning Zhen Wang Weirui Kuang Yuexiang Xie Liuyi Yao Yaliang Li Bolin Ding Jingren Zhou FedML 18 77 0 12 Apr 2022
Expressiveness and Approximation Properties of Graph Neural Networks Floris Geerts Juan L. Reutter 18 65 0 10 Apr 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 26 29 0 06 Apr 2022
Graph Enhanced BERT for Query Understanding Juanhui Li Yao Ma Weizhen Zeng Suqi Cheng Jiliang Tang Shuaiqiang Wang Dawei Yin 26 7 0 03 Apr 2022
Hypergraph Convolutional Networks via Equivalency between Hypergraphs and Undirected Graphs Jiying Zhang Fuyang Li Xi Xiao Tingyang Xu Yu Rong Junzhou Huang Yatao Bian GNN 13 24 0 31 Mar 2022
Surface Vision Transformers: Attention-Based Modelling applied to Cortical Analysis Simon Dahan Abdulah Fawaz Logan Z. J. Williams Chunhui Yang Timothy S. Coalson M. Glasser A. Edwards Daniel Rueckert E. C. Robinson MedIm ViT 40 20 0 30 Mar 2022
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version Sean Bin Yang Chenjuan Guo Jilin Hu B. Yang Jiangtao Tang Christian S. Jensen 33 20 0 30 Mar 2022
Neighbor Enhanced Graph Convolutional Networks for Node Classification and Recommendation Hao Chen Zhong Huang Yue Xu Zengde Deng Feiran Huang Peng He Zhoujun Li GNN 19 51 0 30 Mar 2022
Understanding Graph Convolutional Networks for Text Classification S. Han Zihan Yuan Kunze Wang Siqu Long Josiah Poon GNN 29 16 0 30 Mar 2022
Graph Neural Networks in IoT: A Survey Guimin Dong Mingyue Tang Zhiyuan Wang Jiechao Gao Sikun Guo Lihua Cai Robert Gutierrez Brad Campbell Laura E. Barnes M. Boukhechba GNN AI4CE 40 96 0 29 Mar 2022
SpeqNets: Sparsity-aware Permutation-equivariant Graph Networks Christopher Morris Gaurav Rattan Sandra Kiefer Siamak Ravanbakhsh 50 40 0 25 Mar 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 24 3 0 20 Mar 2022
3D Human Pose Estimation Using Möbius Graph Convolutional Networks Niloofar Azizi Horst Possegger Emanuele Rodolà Horst Bischof 3DH 20 10 0 20 Mar 2022
Encoder-Decoder Architecture for Supervised Dynamic Graph Learning: A Survey Yuecai Zhu Fuyuan Lyu Chengming Hu X. Chen Xue Liu AI4TS AI4CE 21 20 0 20 Mar 2022
Exploiting Neighbor Effect: Conv-Agnostic GNNs Framework for Graphs with Heterophily Jie Chen Shouzhen Chen Junbin Gao Zengfeng Huang Junping Zhang Jian Pu 47 24 0 19 Mar 2022
Interacting Attention Graph for Single Image Two-Hand Reconstruction Mengcheng Li Liang An Hongwen Zhang Lianpeng Wu F. Chen Tao Yu Yebin Liu 3DH 17 107 0 17 Mar 2022
Incorporating Heterophily into Graph Neural Networks for Graph Classification Jiayi Yang Sourav Medya Wei Ye 26 4 0 15 Mar 2022
BabyNet: Reconstructing 3D faces of babies from uncalibrated photographs Araceli Morales A. R. Porras M. Linguraru Gemma Piella Federico Sukno 3DH CVBM 18 5 0 11 Mar 2022
Transferring Dual Stochastic Graph Convolutional Network for Facial Micro-expression Recognition Hui Tang Li Chai Wanli Lu CVBM 34 1 0 10 Mar 2022
SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters Albert Mosella-Montoro Javier Ruiz-Hidalgo 3DH 45 12 0 09 Mar 2022
3D Dense Face Alignment with Fused Features by Aggregating CNNs and GCNs Y. Meng Xu Chen Dongxu Gao Yitian Zhao Xiaoyun Yang Yihong Qiao Xiaowei Huang Yalin Zheng 3DH 3DPC CVBM 25 3 0 09 Mar 2022
Learning Resilient Radio Resource Management Policies with Graph Neural Networks Navid Naderializadeh Mark Eisen Alejandro Ribeiro 24 27 0 07 Mar 2022
A Dual Neighborhood Hypergraph Neural Network for Change Detection in VHR Remote Sensing Images Junzheng Wu Ruigang Fu Qiang Liu W. Ni Kenan Cheng Biao Li Yuli Sun 18 8 0 27 Feb 2022
Sign and Basis Invariant Networks for Spectral Graph Representation Learning Derek Lim Joshua Robinson Lingxiao Zhao Tess E. Smidt S. Sra Haggai Maron Stefanie Jegelka 49 142 0 25 Feb 2022
Directed Graph Auto-Encoders Georgios Kollias Vasileios Kalantzis Tsuyoshi Idé A. Lozano Naoki Abe BDL GNN 36 34 0 25 Feb 2022
Message passing all the way up Petar Velickovic 113 64 0 22 Feb 2022
Effective Urban Region Representation Learning Using Heterogeneous Urban Graph Attention Network (HUGAT) Namwoo Kim Yoonjin Yoon AI4TS 26 9 0 18 Feb 2022
Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications Kexin Ding Mu Zhou Zichen Wang Qiao Liu C. Arnold Shaoting Zhang Dimitris N. Metaxas GNN MedIm AI4CE 33 12 0 17 Feb 2022
Graph Data Augmentation for Graph Machine Learning: A Survey Tong Zhao Wei Jin Yozen Liu Yingheng Wang Gang Liu Stephan Günnemann Neil Shah Meng Jiang OOD 30 79 0 17 Feb 2022
When Does A Spectral Graph Neural Network Fail in Node Classification? Zhi-Xing Chen Tengfei Ma Yangkun Wang 14 13 0 16 Feb 2022