Papers citing 'A Comprehensive Survey on Graph Neural Networks'

Title
AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload Rebalancing Tong Geng Ang Li Runbin Shi Chunshu Wu Tianqi Wang ... Pouya Haghi Antonino Tumeo Shuai Che Steve Reinhardt Martin C. Herbordt GNN 418 8 0 23 Aug 2019
Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation Yuxing Xie Jiaojiao Tian Xiaoxiang Zhu 3DPC 190 206 0 23 Aug 2019
Transferring Robustness for Graph Neural Network Against Poisoning AttacksWeb Search and Data Mining (WSDM), 2019 Xianfeng Tang Yandong Li Yiwei Sun Huaxiu Yao P. Mitra Suhang Wang OOD AAML 374 192 0 20 Aug 2019
Neural Dynamics on Complex NetworksKnowledge Discovery and Data Mining (KDD), 2019 Chengxi Zang Haiwei Yang AI4CE 179 83 0 18 Aug 2019
Progressive Relation Learning for Group Activity RecognitionComputer Vision and Pattern Recognition (CVPR), 2019 Guyue Hu Bo Cui Yuan He Shan Yu 148 88 0 08 Aug 2019
Transferability of Spectral Graph Convolutional Neural NetworksJournal of machine learning research (JMLR), 2019 Ron Levie Wei Huang Lorenzo Bucci M. Bronstein Gitta Kutyniok GNN 426 136 0 30 Jul 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node ClassificationInternational Conference on Learning Representations (ICLR), 2019 Yu Rong Wenbing Huang Qifeng Bai Junzhou Huang 476 1,498 0 25 Jul 2019
Tripartite Heterogeneous Graph Propagation for Large-scale Social RecommendationACM Conference on Recommender Systems (RecSys), 2019 KyungHyun Kim Donghyun Kwak Hanock Kwak Young-Jin Park Sangkwon Sim Jae-Han Cho Minkyu Kim Jihun Kwon Nako Sung Jung-Woo Ha 169 19 0 24 Jul 2019
Bilinear Graph Networks for Visual Question AnsweringIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Dalu Guo Chang Xu Dacheng Tao GNN 133 66 0 23 Jul 2019
Spectral-based Graph Convolutional Network for Directed Graphs Yi Ma Jianye Hao Yaodong Yang Han Li Junqi Jin Guangyong Chen GNN BDL 107 82 0 21 Jul 2019
A Graph Neural Network Approach for Scalable Wireless Power Control Yifei Shen Yuanming Shi Jun Zhang Khaled B. Letaief GNN 119 85 0 19 Jul 2019
EEG-Based Emotion Recognition Using Regularized Graph Neural NetworksIEEE Transactions on Affective Computing (TAC), 2019 Peixiang Zhong Haiyan Zhao Chunyan Miao 313 645 0 18 Jul 2019
Embedding-based Silhouette Community DetectionMachine-mediated learning (ML), 2019 Blaž Škrlj Jan Kralj Nada Lavrac 139 24 0 17 Jul 2019
Semi-Supervised Graph Embedding for Multi-Label Graph Node ClassificationWISE (WISE), 2019 Kaisheng Gao Jing Zhang Cangqi Zhou 65 8 0 12 Jul 2019
Understanding the Representation Power of Graph Neural Networks in Learning Graph TopologyNeural Information Processing Systems (NeurIPS), 2019 Nima Dehmamy Albert-László Barabási Rose Yu GNN 183 148 0 11 Jul 2019
GraphSAINT: Graph Sampling Based Inductive Learning MethodInternational Conference on Learning Representations (ICLR), 2019 Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava Rajgopal Kannan Viktor Prasanna GNN 466 1,062 0 10 Jul 2019
Fast Haar Transforms for Graph Neural NetworksNeural Networks (NN), 2019 Ming Li Zheng Ma Yu Guang Wang Xiaosheng Zhuang 155 77 0 10 Jul 2019
Graph Policy Gradients for Large Scale Robot ControlConference on Robot Learning (CoRL), 2019 Arbaaz Khan Ekaterina V. Tolstaya Alejandro Ribeiro Vijay Kumar 266 99 0 08 Jul 2019
Improving Attention Mechanism in Graph Neural Networks via Cardinality PreservationInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Shuo-feng Zhang Lei Xie GNN 213 58 0 04 Jul 2019
Structure fusion based on graph convolutional networks for semi-supervised classification Guangfeng Lin Jing Wang Kaiyang Liao Fan Zhao Wanjun Chen 100 6 0 02 Jul 2019
Spectral Clustering with Graph Neural Networks for Graph Pooling F. Bianchi Daniele Grattarola Cesare Alippi GNN 335 44 0 30 Jun 2019
Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs Chaoyang He Jia Zhang Yu Rong Wenbing Huang Junzhou Huang Xiang Ren Cyrus Shahabi 74 5 0 27 Jun 2019
Fast Training of Sparse Graph Neural Networks on Dense Hardware Matej Balog B. V. Merrienboer Subhodeep Moitra Yujia Li Daniel Tarlow GNN 144 10 0 27 Jun 2019
Signed Graph Attention NetworksInternational Conference on Artificial Neural Networks (ICANN), 2019 Junjie Huang Huawei Shen Liang Hou Xueqi Cheng GNN 197 148 0 26 Jun 2019
Predicting Research Trends with Semantic and Neural Networks with an application in Quantum PhysicsProceedings of the National Academy of Sciences of the United States of America (PNAS), 2019 Mario Krenn A. Zeilinger GNN 184 83 0 17 Jun 2019
Neural Theorem Provers Do Not Learn Rules Without Exploration Michiel de Jong Fei Sha NAI 91 8 0 17 Jun 2019
Attributed Graph Clustering: A Deep Attentional Embedding ApproachInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Chun Wang Shirui Pan Ruiqi Hu Guodong Long Jing Jiang Chengqi Zhang GNN 120 584 0 15 Jun 2019
Hierarchical Graph-to-Graph Translation for Molecules Wengong Jin Regina Barzilay Tommi Jaakkola 136 16 0 11 Jun 2019
Deep Learning for Spatio-Temporal Data Mining: A SurveyIEEE Transactions on Knowledge and Data Engineering (TKDE), 2019 Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 239 691 0 11 Jun 2019
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional NetworksNeural Information Processing Systems (NeurIPS), 2019 Sitao Luan Mingde Zhao Xiao-Wen Chang Doina Precup GNN 195 168 0 05 Jun 2019
Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings P. Elinas Edwin V. Bonilla Louis C. Tiao BDL GNN 260 10 0 05 Jun 2019
Graph WaveNet for Deep Spatial-Temporal Graph ModelingInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 410 2,664 0 31 May 2019
Quantifying the Alignment of Graph and Features in Deep LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Yifan Qian P. Expert Tom Rieu P. Panzarasa Mauricio Barahona 94 19 0 30 May 2019
On the equivalence between graph isomorphism testing and function approximation with GNNsNeural Information Processing Systems (NeurIPS), 2019 Zhengdao Chen Soledad Villar Lei Chen Joan Bruna 221 298 0 29 May 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic ForecastingTransportation Research Part C: Emerging Technologies (TRC), 2019 Kyungeun Lee Wonjong Rhee AI4TS GNN 240 125 0 29 May 2019
EEG-based Emotional Video Classification via Learning Connectivity Structure Soobeom Jang Seong-Eun Moon Jong-Seok Lee 191 17 0 28 May 2019
Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling Emmanuel Noutahi Dominique Beaini Julien Horwood Sébastien Giguère Prudencio Tossou AI4CE 332 39 0 28 May 2019
Graph Filtration LearningInternational Conference on Machine Learning (ICML), 2019 Christoph Hofer Florian Graf Bastian Rieck Marc Niethammer Roland Kwitt 208 118 0 27 May 2019
Graph Neural Networks Exponentially Lose Expressive Power for Node Classification Kenta Oono Taiji Suzuki GNN 259 30 0 27 May 2019
Semi-Supervised Classification on Non-Sparse Graphs Using Low-Rank Graph Convolutional Networks Dominik Alfke Martin Stoll GNN 72 3 0 24 May 2019
Power up! Robust Graph Convolutional Network via Graph PoweringAAAI Conference on Artificial Intelligence (AAAI), 2019 Ming Jin Heng Chang Wenwu Zhu Somayeh Sojoudi AAML GNN 257 28 0 24 May 2019
Graph Representations for Higher-Order Logic and Theorem ProvingAAAI Conference on Artificial Intelligence (AAAI), 2019 Aditya Sanjay Paliwal Sarah M. Loos M. Rabe Kshitij Bansal Christian Szegedy AI4CE NoLa 417 108 0 24 May 2019
Meta-GNN: On Few-shot Node Classification in Graph Meta-learningInternational Conference on Information and Knowledge Management (CIKM), 2019 Fan Zhou Chengtai Cao Kunpeng Zhang Goce Trajcevski Ting Zhong Ji Geng 159 258 0 23 May 2019
Gravity-Inspired Graph Autoencoders for Directed Link PredictionInternational Conference on Information and Knowledge Management (CIKM), 2019 Guillaume Salha-Galvan Stratis Limnios Romain Hennequin Viet-Anh Tran Michalis Vazirgiannis GNN CML 291 107 0 23 May 2019
Function Space Pooling For Graph Convolutional NetworksInternational Cross-Domain Conference on Machine Learning and Knowledge Extraction (CD-MAKE), 2019 P. Corcoran GNN 253 3 0 15 May 2019
ActiveHNE: Active Heterogeneous Network EmbeddingInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Xia Chen Guoxian Yu Jun Wang C. Domeniconi Zheng Li Xiangliang Zhang 134 88 0 14 May 2019
Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category GraphInternational Joint Conference on Artificial Intelligence (IJCAI), 2019 Lu Liu Wanrong Zhu Guodong Long Jing Jiang Lina Yao Chengqi Zhang 192 73 0 10 May 2019
Deep Closest Point: Learning Representations for Point Cloud RegistrationIEEE International Conference on Computer Vision (ICCV), 2019 Yue Wang Justin Solomon 3DPC 179 954 0 08 May 2019
Graph Convolutional Networks with EigenPoolingKnowledge Discovery and Data Mining (KDD), 2019 Yao Ma Suhang Wang Charu C. Aggarwal Shucheng Zhou GNN 326 349 0 30 Apr 2019
Graph Kernels: A SurveyJournal of Artificial Intelligence Research (JAIR), 2019 Giannis Nikolentzos Giannis Siglidis Michalis Vazirgiannis 270 144 0 27 Apr 2019

AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload
Rebalancing

...

418

8

0

23 Aug 2019

Linking Points With Labels in 3D: A Review of Point Cloud Semantic Segmentation

190

206

0

23 Aug 2019

Transferring Robustness for Graph Neural Network Against Poisoning AttacksWeb Search and Data Mining (WSDM), 2019

374

192

0

20 Aug 2019

Neural Dynamics on Complex NetworksKnowledge Discovery and Data Mining (KDD), 2019

Chengxi Zang

Haiwei Yang

AI4CE

179

83

0

18 Aug 2019

Progressive Relation Learning for Group Activity RecognitionComputer Vision and Pattern Recognition (CVPR), 2019

148

88

0

08 Aug 2019

Transferability of Spectral Graph Convolutional Neural NetworksJournal of machine learning research (JMLR), 2019

426

136

0

30 Jul 2019

DropEdge: Towards Deep Graph Convolutional Networks on Node ClassificationInternational Conference on Learning Representations (ICLR), 2019

476

1,498

0

25 Jul 2019

Tripartite Heterogeneous Graph Propagation for Large-scale Social RecommendationACM Conference on Recommender Systems (RecSys), 2019

169

19

0

24 Jul 2019

Bilinear Graph Networks for Visual Question AnsweringIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019

133

66

0

23 Jul 2019

Spectral-based Graph Convolutional Network for Directed Graphs

Jianye Hao

107

82

0

21 Jul 2019

A Graph Neural Network Approach for Scalable Wireless Power Control

119

85

0

19 Jul 2019

EEG-Based Emotion Recognition Using Regularized Graph Neural NetworksIEEE Transactions on Affective Computing (TAC), 2019

Peixiang Zhong

Haiyan Zhao

Chunyan Miao

313

645

0

18 Jul 2019

Embedding-based Silhouette Community DetectionMachine-mediated learning (ML), 2019

Blaž Škrlj

Jan Kralj

Nada Lavrac

139

24

0

17 Jul 2019

Semi-Supervised Graph Embedding for Multi-Label Graph Node ClassificationWISE (WISE), 2019

Kaisheng Gao

Jing Zhang

Cangqi Zhou

65

8

0

12 Jul 2019

Understanding the Representation Power of Graph Neural Networks in Learning Graph TopologyNeural Information Processing Systems (NeurIPS), 2019

Nima Dehmamy

Albert-László Barabási

Rose Yu

GNN

183

148

0

11 Jul 2019

GraphSAINT: Graph Sampling Based Inductive Learning MethodInternational Conference on Learning Representations (ICLR), 2019

466

1,062

0

10 Jul 2019

Fast Haar Transforms for Graph Neural NetworksNeural Networks (NN), 2019

155

77

0

10 Jul 2019

Graph Policy Gradients for Large Scale Robot ControlConference on Robot Learning (CoRL), 2019

Arbaaz Khan

Ekaterina V. Tolstaya

Alejandro Ribeiro

Vijay Kumar

266

99

0

08 Jul 2019

Improving Attention Mechanism in Graph Neural Networks via Cardinality PreservationInternational Joint Conference on Artificial Intelligence (IJCAI), 2019

Shuo-feng Zhang

Lei Xie

GNN

213

58

0

04 Jul 2019

Structure fusion based on graph convolutional networks for semi-supervised classification

100

6

0

02 Jul 2019

Spectral Clustering with Graph Neural Networks for Graph Pooling

335

44

0

30 Jun 2019

Cascade-BGNN: Toward Efficient Self-supervised Representation Learning on Large-scale Bipartite Graphs

Xiang Ren

74

5

0

27 Jun 2019

Fast Training of Sparse Graph Neural Networks on Dense Hardware

144

10

0

27 Jun 2019

Signed Graph Attention NetworksInternational Conference on Artificial Neural Networks (ICANN), 2019

197

148

0

26 Jun 2019

Predicting Research Trends with Semantic and Neural Networks with an application in Quantum PhysicsProceedings of the National Academy of Sciences of the United States of America (PNAS), 2019

Mario Krenn

A. Zeilinger

GNN

184

83

0

17 Jun 2019

Neural Theorem Provers Do Not Learn Rules Without Exploration

Michiel de Jong

Fei Sha

NAI

91

8

0

17 Jun 2019

Attributed Graph Clustering: A Deep Attentional Embedding ApproachInternational Joint Conference on Artificial Intelligence (IJCAI), 2019

120

584

0

15 Jun 2019

Hierarchical Graph-to-Graph Translation for Molecules

Wengong Jin

Regina Barzilay

Tommi Jaakkola

136

16

0

11 Jun 2019

Deep Learning for Spatio-Temporal Data Mining: A SurveyIEEE Transactions on Knowledge and Data Engineering (TKDE), 2019

Senzhang Wang

Jiannong Cao

Philip S. Yu

AI4TS

239

691

0

11 Jun 2019

Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional NetworksNeural Information Processing Systems (NeurIPS), 2019

Sitao Luan

195

168

0

05 Jun 2019

Variational Inference for Graph Convolutional Networks in the Absence of Graph Data and Adversarial Settings

260

10

0

05 Jun 2019

Graph WaveNet for Deep Spatial-Temporal Graph ModelingInternational Joint Conference on Artificial Intelligence (IJCAI), 2019

410

2,664

0

31 May 2019

Quantifying the Alignment of Graph and Features in Deep LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019

94

19

0

30 May 2019

On the equivalence between graph isomorphism testing and function approximation with GNNsNeural Information Processing Systems (NeurIPS), 2019

Zhengdao Chen

Soledad Villar

Lei Chen

Joan Bruna

221

298

0

29 May 2019

DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic ForecastingTransportation Research Part C: Emerging Technologies (TRC), 2019

Kyungeun Lee

Wonjong Rhee

AI4TS GNN

240

125

0

29 May 2019

EEG-based Emotional Video Classification via Learning Connectivity Structure

Soobeom Jang

Seong-Eun Moon

Jong-Seok Lee

191

17

0

28 May 2019

Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling

332

39

0

28 May 2019

Graph Filtration LearningInternational Conference on Machine Learning (ICML), 2019

208

118

0

27 May 2019

Graph Neural Networks Exponentially Lose Expressive Power for Node Classification

Kenta Oono

Taiji Suzuki

GNN

259

30

0

27 May 2019

Semi-Supervised Classification on Non-Sparse Graphs Using Low-Rank Graph Convolutional Networks

Dominik Alfke

Martin Stoll

GNN

72

3

0

24 May 2019

Power up! Robust Graph Convolutional Network via Graph PoweringAAAI Conference on Artificial Intelligence (AAAI), 2019

Ming Jin

Heng Chang

Wenwu Zhu

Somayeh Sojoudi

AAML GNN

257

28

0

24 May 2019

Graph Representations for Higher-Order Logic and Theorem ProvingAAAI Conference on Artificial Intelligence (AAAI), 2019

Aditya Sanjay Paliwal

417

108

0

24 May 2019

Meta-GNN: On Few-shot Node Classification in Graph Meta-learningInternational Conference on Information and Knowledge Management (CIKM), 2019

159

258

0

23 May 2019

Gravity-Inspired Graph Autoencoders for Directed Link PredictionInternational Conference on Information and Knowledge Management (CIKM), 2019

Guillaume Salha-Galvan

Stratis Limnios

Romain Hennequin

Viet-Anh Tran

Michalis Vazirgiannis

GNN CML

291

107

0

23 May 2019

Function Space Pooling For Graph Convolutional NetworksInternational Cross-Domain Conference on Machine Learning and Knowledge Extraction (CD-MAKE), 2019

P. Corcoran

GNN

253

3

0

15 May 2019