A Comprehensive Survey on Graph Neural Networks

3 January 2019

Philip S. Yu

Papers citing "A Comprehensive Survey on Graph Neural Networks"

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Title
Deep learning approaches for neural decoding: from CNNs to LSTMs and spikes to fMRI J. Livezey Joshua I. Glaser AI4CE 9 9 0 19 May 2020
Graphs, Entities, and Step Mixture Kyuyong Shin Wonyoung Shin Jung-Woo Ha Sunyoung Kwon 6 1 0 18 May 2020
Deep Learning for Community Detection: Progress, Challenges and Opportunities Fanzhen Liu Shan Xue Jia Wu Chuan Zhou Wenbin Hu Cécile Paris Surya Nepal Jian Yang Philip S. Yu GNN 6 242 0 17 May 2020
Visual Relationship Detection using Scene Graphs: A Survey Aniket Agarwal Ayush Mangal Vipul GNN 17 20 0 16 May 2020
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 14 223 0 13 May 2020
A Survey on Deep Learning for Neuroimaging-based Brain Disorder Analysis Li Zhang Mingliang Wang Mingxia Liu Daoqiang Zhang 14 153 0 10 May 2020
Learning to Accelerate Heuristic Searching for Large-Scale Maximum Weighted b-Matching Problems in Online Advertising Xiaotian Hao Junqi Jin Jianye Hao Jin Li Weixun Wang Yi Ma Zhenzhe Zheng Han Li Jian Xu Kun Gai 11 2 0 09 May 2020
Geometric graphs from data to aid classification tasks with graph convolutional networks Yifan Qian P. Expert P. Panzarasa Mauricio Barahona GNN 22 9 0 08 May 2020
A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks Ramin Hasibi T. Michoel AI4CE 14 1 0 08 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 13 284 0 07 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 11 104 0 07 May 2020
AN-GCN: An Anonymous Graph Convolutional Network Defense Against Edge-Perturbing Attack Ao Liu Beibei Li Tao Li Pan Zhou Rui Wang AAML 17 0 0 06 May 2020
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases Henrique Lemos Pedro H. C. Avelar Marcelo O. R. Prates Luís C. Lamb Artur Garcez NAI 15 3 0 05 May 2020
Deep Constraint-based Propagation in Graph Neural Networks Matteo Tiezzi G. Marra S. Melacci Marco Maggini AI4CE GNN 6 13 0 05 May 2020
Graph Homomorphism Convolution Hoang NT Takanori Maehara 66 39 0 03 May 2020
RigNet: Neural Rigging for Articulated Characters Zhan Xu Yang Zhou E. Kalogerakis Chris Landreth Karan Singh 3DH 22 51 0 01 May 2020
SkipGNN: Predicting Molecular Interactions with Skip-Graph Networks Kexin Huang C. Xiao Lucas Glass Marinka Zitnik Jimeng Sun GNN 13 115 0 30 Apr 2020
Directed Graph Convolutional Network Zekun Tong Yuxuan Liang Changsheng Sun David S. Rosenblum A. Lim BDL GNN 6 112 0 29 Apr 2020
Unifying Neural Learning and Symbolic Reasoning for Spinal Medical Report Generation Zhongyi Han B. Wei Yilong Yin Shuo Li MedIm 19 40 0 28 Apr 2020
Data-Driven Construction of Data Center Graph of Things for Anomaly Detection Hao Zhang Zhanming Li Zhi-yu Ren 9 1 0 27 Apr 2020
Sensor selection on graphs via data-driven node sub-sampling in network time series Yiye Jiang Jérémie Bigot Sofian Maabout AI4TS 6 4 0 24 Apr 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
A Complete Characterization of Projectivity for Statistical Relational Models M. Jaeger Oliver Schulte 14 10 0 23 Apr 2020
Graph Convolutional Subspace Clustering: A Robust Subspace Clustering Framework for Hyperspectral Image Yaoming Cai Zijia Zhang Z. Cai Xiaobo Liu Xinwei Jiang Qin Yan 6 91 0 22 Apr 2020
Recursive Social Behavior Graph for Trajectory Prediction Jianhua Sun Qinhong Jiang Cewu Lu GNN 11 157 0 22 Apr 2020
Scalable Attack on Graph Data by Injecting Vicious Nodes Jihong Wang Minnan Luo Fnu Suya Jundong Li Z. Yang Q. Zheng AAML GNN 12 85 0 22 Apr 2020
Perturb More, Trap More: Understanding Behaviors of Graph Neural Networks Chaojie Ji Ruxin Wang Hongyan Wu 12 7 0 21 Apr 2020
SPECTER: Document-level Representation Learning using Citation-informed Transformers Arman Cohan Sergey Feldman Iz Beltagy Doug Downey Daniel S. Weld AI4TS 6 531 0 15 Apr 2020
kDecay: Just adding k-decay items on Learning-Rate Schedule to improve Neural Networks Tao Zhang Wei Li 15 5 0 13 Apr 2020
ASL Recognition with Metric-Learning based Lightweight Network Evgeny Izutov SLR 8 6 0 10 Apr 2020
A Graph Convolutional Network Composition Framework for Semi-supervised Classification Rahul Ragesh Sundararajan Sellamanickam Vijay Lingam Arun Shankar Iyer GNN 6 2 0 08 Apr 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 6 281 0 06 Apr 2020
Geometrically Principled Connections in Graph Neural Networks Shunwang Gong Mehdi Bahri M. Bronstein S. Zafeiriou GNN AI4CE 6 21 0 06 Apr 2020
Let's Agree to Degree: Comparing Graph Convolutional Networks in the Message-Passing Framework Floris Geerts Filip Mazowiecki Guillermo A. Pérez GNN 13 38 0 06 Apr 2020
Deep Learning Based Text Classification: A Comprehensive Review Shervin Minaee Nal Kalchbrenner Erik Cambria Narjes Nikzad M. Asgari-Chenaghlu Jianfeng Gao AILaw VLM AI4TS 14 1,084 0 06 Apr 2020
Inferring Network Structure From Data Ivan Brugere T. Berger-Wolf 17 1 0 04 Apr 2020
Orthogonal Inductive Matrix Completion Antoine Ledent Rodrigo Alves Marius Kloft 14 14 0 03 Apr 2020
Epitomic Variational Graph Autoencoder R. A. Khan Muhammad Umer Anwaar M. Kleinsteuber BDL 19 10 0 03 Apr 2020
Counterfactual Multi-Agent Reinforcement Learning with Graph Convolution Communication Jianyu Su Stephen C. Adams Peter A. Beling 11 26 0 01 Apr 2020
Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark Carl Yang Yuxin Xiao Yu Zhang Yizhou Sun Jiawei Han AI4TS 39 57 0 01 Apr 2020
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition Ziyu Liu Hongwen Zhang Zhenghao Chen Zhiyong Wang Wanli Ouyang 21 812 0 31 Mar 2020
NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search Chen Wei Chuang Niu Yiping Tang Yue Wang Haihong Hu Jimin Liang 15 7 0 28 Mar 2020
word2vec, node2vec, graph2vec, X2vec: Towards a Theory of Vector Embeddings of Structured Data Martin Grohe 16 169 0 27 Mar 2020
Progressive Graph Convolutional Networks for Semi-Supervised Node Classification Negar Heidari Alexandros Iosifidis GNN 8 14 0 27 Mar 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 19 120 0 26 Mar 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 10 60 0 26 Mar 2020
Deep Learning on Knowledge Graph for Recommender System: A Survey Y. Gao Yifan Li Yu Lin Hang Gao Latifur Khan 12 48 0 25 Mar 2020
GeoGraph: Learning graph-based multi-view object detection with geometric cues end-to-end A. Nassar Stefano Dáronco Sébastien Lefèvre Jan Dirk Wegner ObjD 6 3 0 23 Mar 2020
Multi-Label Text Classification using Attention-based Graph Neural Network Ankit Pal M. Selvakumar Malaikannan Sankarasubbu 16 80 0 22 Mar 2020
Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience Replay Fan Zhou Chengtai Cao CLL 14 10 0 22 Mar 2020