Graph Neural Networks: Taxonomy, Advances and Trends

16 December 2020

Papers citing "Graph Neural Networks: Taxonomy, Advances and Trends"

50 / 339 papers shown

Title
Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu Guangtao Wang Jing-ling Huang Yun Tang Xiaodong He Bowen Zhou 52 149 0 17 May 2019
Dynamically Fused Graph Network for Multi-hop Reasoning Yunxuan Xiao Yanru Qu Lin Qiu Hao Zhou Lei Li Weinan Zhang Yong Yu 63 191 0 16 May 2019
Inferring Javascript types using Graph Neural Networks Jessica Schrouff Kai Wohlfahrt Bruno Marnette Liam Atkinson NAI GNN 31 7 0 16 May 2019
ncRNA Classification with Graph Convolutional Networks Emanuele Rossi Federico Monti M. Bronstein Pietro Lio MedIm GNN 39 27 0 16 May 2019
3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions Dong Wook Shu Sung Woo Park Junseok Kwon 3DPC 74 280 0 15 May 2019
Function Space Pooling For Graph Convolutional Networks P. Corcoran GNN 100 3 0 15 May 2019
GMNN: Graph Markov Neural Networks Meng Qu Yoshua Bengio Jian Tang BDL GNN 52 290 0 15 May 2019
Cognitive Graph for Multi-Hop Reading Comprehension at Scale Ming Ding Chang Zhou Qibin Chen Hongxia Yang Jie Tang 67 225 0 14 May 2019
Universal Invariant and Equivariant Graph Neural Networks Nicolas Keriven Gabriel Peyré 128 290 0 13 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 73 1,073 0 11 May 2019
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems Hongwei Wang Fuzheng Zhang Mengdi Zhang J. Leskovec Miao Zhao Wenjie Li Zhongyuan Wang 60 545 0 11 May 2019
Language-Conditioned Graph Networks for Relational Reasoning Ronghang Hu Anna Rohrbach Trevor Darrell Kate Saenko 65 172 0 10 May 2019
PiNet: A Permutation Invariant Graph Neural Network for Graph Classification Peter Meltzer Marcelo Daniel Gutierrez Mallea Peter J Bentley GNN 33 12 0 08 May 2019
Edge-labeling Graph Neural Network for Few-shot Learning Jongmin Kim Taesup Kim Sungwoong Kim Chang D. Yoo 69 455 0 04 May 2019
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Sami Abu-El-Haija Bryan Perozzi Amol Kapoor N. Alipourfard Kristina Lerman Hrayr Harutyunyan Greg Ver Steeg Aram Galstyan GNN 82 895 0 30 Apr 2019
Graph Convolutional Networks with EigenPooling Yao Ma Suhang Wang Charu C. Aggarwal Jiliang Tang GNN 118 332 0 30 Apr 2019
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs Muhan Zhang Shali Jiang Zhicheng Cui Roman Garnett Yixin Chen GNN BDL CML 58 199 0 24 Apr 2019
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning Yang Gao Hong Yang Peng Zhang Chuan Zhou Yue Hu AI4CE GNN 49 100 0 22 Apr 2019
Self-Attention Graph Pooling Junhyun Lee Inyeop Lee Jaewoo Kang GNN 123 1,110 0 17 Apr 2019
Graph Wavelet Neural Network Bingbing Xu Huawei Shen Qi Cao Yunqi Qiu Xueqi Cheng GNN 56 328 0 12 Apr 2019
Relational Graph Attention Networks Dan Busbridge Dane Sherburn Pietro Cavallo Nils Y. Hammerla GNN 37 179 0 11 Apr 2019
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering Yu Cao Meng Fang Dacheng Tao GNN BDL 54 77 0 10 Apr 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 110 1,333 0 07 Apr 2019
Multi-Label Image Recognition with Graph Convolutional Networks Zhao-Min Chen Xiu-Shen Wei Peng Wang Yanwen Guo 61 998 0 07 Apr 2019
Abusive Language Detection with Graph Convolutional Networks Pushkar Mishra Marco Del Tredici H. Yannakoudakis Ekaterina Shutova GNN 22 79 0 05 Apr 2019
Learning to Cluster Faces on an Affinity Graph Lei Yang Xiaohang Zhan Dapeng Chen Junjie Yan Chen Change Loy Dahua Lin 3DH CVBM GNN 42 125 0 04 Apr 2019
Text Generation from Knowledge Graphs with Graph Transformers Rik Koncel-Kedziorski Dhanush Bekal Yi Luan Mirella Lapata Hannaneh Hajishirzi 56 327 0 04 Apr 2019
Learning Context Graph for Person Search Yichao Yan Qiang Zhang Bingbing Ni Wendong Zhang Minghao Xu Xiaokang Yang 75 188 0 03 Apr 2019
Learning Combinatorial Embedding Networks for Deep Graph Matching Runzhong Wang Junchi Yan Xiaokang Yang 37 236 0 01 Apr 2019
Relation-Aware Graph Attention Network for Visual Question Answering Linjie Li Zhe Gan Yu Cheng Jingjing Liu GNN 136 343 0 29 Mar 2019
Rethinking the Evaluation of Video Summaries Mayu Otani Yuta Nakashima Esa Rahtu J. Heikkilä 56 130 0 27 Mar 2019
Linkage Based Face Clustering via Graph Convolution Network Zhongdao Wang Liang Zheng Yali Li Shengjin Wang 3DH CVBM GNN 39 176 0 27 Mar 2019
Dual Graph Attention Networks for Deep Latent Representation of Multifaceted Social Effects in Recommender Systems Qitian Wu Hengrui Zhang Xiaofeng Gao Peng He Paul Weng Han Gao Guihai Chen OffRL CML 63 320 0 25 Mar 2019
Extrapolating paths with graph neural networks Jean-Baptiste Cordonnier Andreas Loukas GNN 24 17 0 18 Mar 2019
Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection Jia-Xing Zhong Nannan Li Weijie Kong Shan Liu Thomas H. Li Ge Li NoLa SSL 96 401 0 18 Mar 2019
Graph Colouring Meets Deep Learning: Effective Graph Neural Network Models for Combinatorial Problems Henrique Lemos Marcelo O. R. Prates Pedro H. C. Avelar Luís C. Lamb GNN 43 84 0 11 Mar 2019
InceptionGCN: Receptive Field Aware Graph Convolutional Network for Disease Prediction Anees Kazi Shayan Shekarforoush S. Krishna Hendrik Burwinkel G. Vivar K. Kortüm Seyed-Ahmad Ahmadi Shadi Albarqouni Nassir Navab GNN MedIm 60 146 0 11 Mar 2019
Fisher-Bures Adversary Graph Convolutional Networks Ke Sun Piotr Koniusz Zhen Wang GNN 31 34 0 11 Mar 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 111 1,300 0 10 Mar 2019
Relational Pooling for Graph Representations R. Murphy Balasubramaniam Srinivasan Vinayak A. Rao Bruno Ribeiro GNN 83 259 0 06 Mar 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 171 4,303 0 06 Mar 2019
Graph Neural Networks for User Identity Linkage Wen Zhang Kai Shu Huan Liu Yalin Wang 31 33 0 06 Mar 2019
Gated Graph Convolutional Recurrent Neural Networks Luana Ruiz Fernando Gama Alejandro Ribeiro GNN 54 30 0 05 Mar 2019
Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks Ningyu Zhang Shumin Deng Zhanlin Sun Guanying Wang Xi Chen Wei Zhang Huajun Chen 46 196 0 04 Mar 2019
Graph Neural Networks for Modelling Traffic Participant Interaction Frederik Diehl T. Brunner Michael Truong-Le Alois Knoll HAI GNN 44 111 0 04 Mar 2019
Batch Virtual Adversarial Training for Graph Convolutional Networks Zhijie Deng Yinpeng Dong Jun Zhu GNN 48 63 0 25 Feb 2019
An Attention Enhanced Graph Convolutional LSTM Network for Skeleton-Based Action Recognition Chenyang Si Wentao Chen Wei Wang Liang Wang Tieniu Tan 68 711 0 25 Feb 2019
Adversarial Attacks on Graph Neural Networks via Meta Learning Daniel Zügner Stephan Günnemann OOD AAML GNN 115 569 0 22 Feb 2019
Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations Marcelo Daniel Gutierrez Mallea Peter Meltzer Peter J Bentley GNN 25 21 0 22 Feb 2019
Graph Neural Networks for Social Recommendation Wenqi Fan Yao Ma Qing Li Yuan He Yue Zhao Jiliang Tang Dawei Yin 174 1,873 0 19 Feb 2019