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1901.00596
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A Comprehensive Survey on Graph Neural Networks
3 January 2019
Zonghan Wu
Shirui Pan
Fengwen Chen
Guodong Long
Chengqi Zhang
Philip S. Yu
FaML
GNN
AI4TS
AI4CE
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Papers citing
"A Comprehensive Survey on Graph Neural Networks"
50 / 3,089 papers shown
Point-GNN: Graph Neural Network for 3D Object Detection in a Point Cloud
Computer Vision and Pattern Recognition (CVPR), 2020
Weijing Shi
Ragunathan
R. Rajkumar
3DPC
496
861
0
02 Mar 2020
Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees
International Conference on Machine Learning (ICML), 2020
Sen Na
Yuwei Luo
Zhuoran Yang
Zhaoran Wang
Mladen Kolar
194
7
0
02 Mar 2020
Benchmarking Graph Neural Networks
Journal of machine learning research (JMLR), 2023
Vijay Prakash Dwivedi
Chaitanya K. Joshi
Anh Tuan Luu
T. Laurent
Yoshua Bengio
Xavier Bresson
1.4K
1,110
0
02 Mar 2020
EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs
International Conference on Artificial Neural Networks (ICANN), 2020
Changmin Wu
Giannis Nikolentzos
Michalis Vazirgiannis
GNN
442
14
0
02 Mar 2020
SketchGNN: Semantic Sketch Segmentation with Graph Neural Networks
Lumin Yang
Jiajie Zhuang
Hongbo Fu
Xiangzhi Wei
Kun Zhou
Youyi Zheng
234
32
0
02 Mar 2020
Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical Studies
Wei Jin
Yaxin Li
Han Xu
Yiqi Wang
Shuiwang Ji
Charu C. Aggarwal
Shucheng Zhou
AAML
GNN
329
107
0
02 Mar 2020
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective
International Joint Conference on Artificial Intelligence (IJCAI), 2020
Luís C. Lamb
Artur S. dÁvila Garcez
Marco Gori
Marcelo O. R. Prates
Pedro H. C. Avelar
Moshe Y. Vardi
NAI
AI4CE
401
95
0
29 Feb 2020
Towards a predictive spatio-temporal representation of brain data
Tiago Azevedo
L. Passamonti
Pietro Lio
N. Toschi
231
9
0
29 Feb 2020
An End-to-End Graph Convolutional Kernel Support Vector Machine
Applied Network Science (Appl Netw Sci), 2020
P. Corcoran
144
7
0
29 Feb 2020
Learning Nonparametric Human Mesh Reconstruction from a Single Image without Ground Truth Meshes
International Conference on Information Photonics (ICIP), 2020
Kevin Qinghong Lin
Lijuan Wang
Ying Jin
Zicheng Liu
Ming-Ting Sun
3DH
177
4
0
28 Feb 2020
Graph Representation Learning for Merchant Incentive Optimization in Mobile Payment Marketing
International Conference on Information and Knowledge Management (CIKM), 2019
Ziqi Liu
Dong Wang
Qianyu Yu
Qing Cui
Yue Shen
...
Leon Wenliang Zhong
Jinjie Gu
Jun Zhou
Shuang Yang
Yuan Qi
OffRL
206
15
0
27 Feb 2020
Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures
International Conference on Learning Representations (ICLR), 2020
Jatin Chauhan
Deepak Nathani
Manohar Kaul
174
76
0
27 Feb 2020
Bridging the Gap between Spatial and Spectral Domains: A Survey on Graph Neural Networks
Zhiqian Chen
Fanglan Chen
Lei Zhang
Taoran Ji
Kaiqun Fu
Bo Pan
Feng Chen
Lingfei Wu
Charu Aggarwal
Chang-Tien Lu
281
50
0
27 Feb 2020
Adaptive Propagation Graph Convolutional Network
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Indro Spinelli
Simone Scardapane
A. Uncini
GNN
321
91
0
24 Feb 2020
Memory-Based Graph Networks
International Conference on Learning Representations (ICLR), 2020
Amir Hosein Khas Ahmadi
Kaveh Hassani
Parsa Moradi
Leo Lee
Q. Morris
GNN
331
99
0
21 Feb 2020
A Convolutional Neural Network into graph space
Maxime Martineau
R. Raveaux
Donatello Conte
G. Venturini
GNN
107
2
0
20 Feb 2020
Embedding Graph Auto-Encoder for Graph Clustering
Hongyuan Zhang
Rui Zhang
Xuelong Li
GNN
194
12
0
20 Feb 2020
Equivalence of Dataflow Graphs via Rewrite Rules Using a Graph-to-Sequence Neural Model
Steve Kommrusch
Théo Barollet
L. Pouchet
235
6
0
17 Feb 2020
Generalized Embedding Machines for Recommender Systems
Machine Intelligence Research (MIR), 2020
Enneng Yang
Xin Xin
Li Shen
G. Guo
136
3
0
16 Feb 2020
Superpixel Image Classification with Graph Attention Networks
SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2020
Pedro H. C. Avelar
Anderson R. Tavares
T. L. T. D. Silveira
C. R. Jung
Luís C. Lamb
GNN
223
58
0
13 Feb 2020
Neural Network Approximation of Graph Fourier Transforms for Sparse Sampling of Networked Flow Dynamics
Alessio Pagani
Zhuangkun Wei
Ricardo Silva
Weisi Guo
84
2
0
11 Feb 2020
Feature Importance Estimation with Self-Attention Networks
European Conference on Artificial Intelligence (ECAI), 2020
Blaž Škrlj
Jannis Brugger
Nada Lavrac
Matej Petković
FAtt
MILM
172
55
0
11 Feb 2020
Regularizing Semi-supervised Graph Convolutional Networks with a Manifold Smoothness Loss
Qilin Li
Wanquan Liu
Ling Li
74
0
0
11 Feb 2020
LoCEC: Local Community-based Edge Classification in Large Online Social Networks
IEEE International Conference on Data Engineering (ICDE), 2020
Chonggang Song
Qian Lin
Guohui Ling
Zong Zhang
Hongzhao Chen
Jun Liao
Chuan Chen
GNN
236
5
0
11 Feb 2020
Can Graph Neural Networks Count Substructures?
Neural Information Processing Systems (NeurIPS), 2020
Zhengdao Chen
Lei Chen
Soledad Villar
Joan Bruna
GNN
575
354
0
10 Feb 2020
Graph Neural Distance Metric Learning with Graph-Bert
Jiawei Zhang
120
6
0
09 Feb 2020
Line Hypergraph Convolution Network: Applying Graph Convolution for Hypergraphs
S. Bandyopadhyay
Kishalay Das
M. Murty
GNN
247
34
0
09 Feb 2020
Message Passing Query Embedding
Daniel Daza
Michael Cochez
GNN
170
8
0
06 Feb 2020
Supervised Learning on Relational Databases with Graph Neural Networks
Milan Cvitkovic
127
52
0
06 Feb 2020
FastGAE: Scalable Graph Autoencoders with Stochastic Subgraph Decoding
Guillaume Salha-Galvan
Romain Hennequin
Jean-Baptiste Remy
Manuel Moussallam
Michalis Vazirgiannis
GNN
BDL
355
6
0
05 Feb 2020
Landmark2Vec: An Unsupervised Neural Network-Based Landmark Positioning Method
S. Razavi
SSL
47
1
0
28 Jan 2020
Lattice-based Improvements for Voice Triggering Using Graph Neural Networks
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
Pranay Dighe
Saurabh N. Adya
Nuoyu Li
Srikanth Vishnubhotla
Devang Naik
Adithya Sagar
Ying Ma
S. Pulman
Jason D. Williams
109
11
0
25 Jan 2020
Comparison of Syntactic and Semantic Representations of Programs in Neural Embeddings
Austin P. Wright
H. Wiklicky
GNN
NAI
168
0
0
24 Jan 2020
Adversarial Attack on Community Detection by Hiding Individuals
The Web Conference (WWW), 2020
Jia Li
Honglei Zhang
Zhichao Han
Yu Rong
Hong Cheng
Junzhou Huang
AAML
174
101
0
22 Jan 2020
Get Rid of Suspended Animation Problem: Deep Diffusive Neural Network on Graph Semi-Supervised Classification
Jiawei Zhang
GNN
118
4
0
22 Jan 2020
EdgeNets:Edge Varying Graph Neural Networks
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
Elvin Isufi
Fernando Gama
Alejandro Ribeiro
GNN
197
90
0
21 Jan 2020
Simple and Effective Graph Autoencoders with One-Hop Linear Models
Guillaume Salha-Galvan
Romain Hennequin
Michalis Vazirgiannis
GNN
187
52
0
21 Jan 2020
Inference for Network Structure and Dynamics from Time Series Data via Graph Neural Network
Mengyuan Chen
Jiang Zhang
Zhang Zhang
Lun Du
Qiao Hu
Shuo Wang
Jiaqi Zhu
AI4CE
119
8
0
18 Jan 2020
Node Masking: Making Graph Neural Networks Generalize and Scale Better
Pushkar Mishra
Aleksandra Piktus
Gerard Goossen
Fabrizio Silvestri
AI4CE
425
20
0
17 Jan 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis
Frontiers in Neuroscience (Front. Neurosci.), 2020
Byung-Hoon Kim
J. C. Ye
AI4CE
GNN
200
153
0
10 Jan 2020
Geometric deep learning for computational mechanics Part I: Anisotropic Hyperelasticity
Computer Methods in Applied Mechanics and Engineering (CMAME), 2020
Nikolaos N. Vlassis
R. Ma
WaiChing Sun
AI4CE
143
197
0
08 Jan 2020
Visual-Semantic Graph Attention Networks for Human-Object Interaction Detection
Zhijun Liang
Juan Rojas
Junfa Liu
Y. Guan
467
5
0
07 Jan 2020
HyGCN: A GCN Accelerator with Hybrid Architecture
International Symposium on High-Performance Computer Architecture (HPCA), 2020
Yurui Lai
Lei Deng
Xing Hu
Ling Liang
Yujing Feng
Xiaochun Ye
Zhimin Zhang
Xiaochun Ye
Yuan Xie
GNN
245
332
0
07 Jan 2020
Graph Signal Processing -- Part III: Machine Learning on Graphs, from Graph Topology to Applications
Ljubisa Stankovic
Danilo P. Mandic
M. Daković
M. Brajović
Bruno Scalzo
Shengxi Li
A. Constantinides
226
23
0
02 Jan 2020
Histogram Layers for Texture Analysis
IEEE Transactions on Artificial Intelligence (IEEE TAI), 2020
Joshua Peeples
Weihuang Xu
A. Zare
798
58
0
01 Jan 2020
A Gentle Introduction to Deep Learning for Graphs
Neural Networks (NN), 2019
D. Bacciu
Federico Errica
Alessio Micheli
Marco Podda
AI4CE
GNN
269
309
0
29 Dec 2019
RoadTagger: Robust Road Attribute Inference with Graph Neural Networks
AAAI Conference on Artificial Intelligence (AAAI), 2019
Songtao He
Favyen Bastani
Satvat Jagwani
Edward Park
Sofiane Abbar
Mohammad Alizadeh
H. Balakrishnan
Sanjay Chawla
Samuel Madden
M. Sadeghi
151
39
0
28 Dec 2019
Multi-Label Graph Convolutional Network Representation Learning
IEEE Transactions on Big Data (IEEE Trans. Big Data), 2019
Min Shi
Yufei Tang
Xingquan Zhu
Jianxun Liu
120
29
0
26 Dec 2019
Feature-Attention Graph Convolutional Networks for Noise Resilient Learning
Min Shi
Yufei Tang
Xingquan Zhu
Jianxun Liu
GNN
137
14
0
26 Dec 2019
Deep Graph Similarity Learning: A Survey
Data mining and knowledge discovery (DMKD), 2019
Guixiang Ma
Nesreen Ahmed
Theodore L. Willke
Philip S. Yu
GNN
239
90
0
25 Dec 2019
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