Deep Learning on Graphs: A Survey

11 December 2018

Peng Cui

Papers citing "Deep Learning on Graphs: A Survey"

50 / 463 papers shown

Title
Low Complexity Recruitment for Collaborative Mobile Crowdsourcing Using Graph Neural Networks Aymen Hamrouni Hakim Ghazzai Turki Alelyani Y. Massoud 29 25 0 01 Jun 2021
Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson 16 178 0 27 May 2021
Motif Prediction with Graph Neural Networks Maciej Besta Raphael Grob Cesare Miglioli Nico Bernold Grzegorz Kwa'sniewski ... Raghavendra Kanakagiri Saleh Ashkboos Lukas Gianinazzi Nikoli Dryden Torsten Hoefler 26 37 0 26 May 2021
Operator Autoencoders: Learning Physical Operations on Encoded Molecular Graphs Willis Hoke D. Shea S. Casey AI4CE 27 0 0 26 May 2021
AutoMate: A Dataset and Learning Approach for Automatic Mating of CAD Assemblies Benjamin T. Jones Dalton Hildreth Duowen Chen Ilya Baran Vladimir G. Kim Adriana Schulz 28 43 0 25 May 2021
Heterogeneous Data Fusion Considering Spatial Correlations using Graph Convolutional Networks and its Application in Air Quality Prediction Zhengjing Ma Gang Mei S. Cuomo F. Piccialli 14 10 0 24 May 2021
Revisiting 2D Convolutional Neural Networks for Graph-based Applications Yecheng Lyu Xinming Huang Ziming Zhang GNN 25 4 0 23 May 2021
Multimodal and Contrastive Learning for Click Fraud Detection Weibin Li Qiwei Zhong Qingyang Zhao Hongchun Zhang Xiaonan Meng 19 1 0 08 May 2021
Brain Multigraph Prediction using Topology-Aware Adversarial Graph Neural Network Alaa Bessadok Mohamed Ali Mahjoub I. Rekik MedIm AI4CE 18 16 0 06 May 2021
Neural Weighted A: Learning Graph Costs and Heuristics with Differentiable Anytime A Alberto Archetti Marco Cannici Matteo Matteucci 17 4 0 04 May 2021
Graph Learning: A Survey Feng Xia Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 24 343 0 03 May 2021
FairDrop: Biased Edge Dropout for Enhancing Fairness in Graph Representation Learning Indro Spinelli Simone Scardapane Amir Hussain A. Uncini FaML 35 80 0 29 Apr 2021
Graph Neural Networks for Traffic Forecasting João Rico J. Barateiro Arlindo L. Oliveira AI4TS AI4CE 21 12 0 27 Apr 2021
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 32 283 0 27 Apr 2021
AdaGNN: Graph Neural Networks with Adaptive Frequency Response Filter Yushun Dong Kaize Ding B. Jalaeian Shuiwang Ji Jundong Li 64 60 0 26 Apr 2021
GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy Yongchao Liu Houyi Li Guowei Zhang Xintan Zeng Yongyong Li ... Peng Zhang Zhao Li Kefeng Deng Changhua He Wenguang Chen GNN 47 11 0 21 Apr 2021
Superpixels and Graph Convolutional Neural Networks for Efficient Detection of Nutrient Deficiency Stress from Aerial Imagery Saba Dadsetan David Pichler David Wilson N. Hovakimyan Jennifer Hobbs 47 6 0 20 Apr 2021
Mapping the Internet: Modelling Entity Interactions in Complex Heterogeneous Networks Šimon Mandlík Tomás Pevný 27 5 0 19 Apr 2021
GraphSVX: Shapley Value Explanations for Graph Neural Networks Alexandre Duval Fragkiskos D. Malliaros FAtt 11 86 0 18 Apr 2021
Bayesian graph convolutional neural networks via tempered MCMC Rohitash Chandra A. Bhagat Manavendra Maharana P. Krivitsky GNN BDL 23 16 0 17 Apr 2021
Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Hao Peng Ruitong Zhang Yingtong Dou Renyu Yang Jingyi Zhang Philip S. Yu 36 115 0 16 Apr 2021
Deep Attributed Network Representation Learning via Attribute Enhanced Neighborhood Cong Li Mingjiang Shi Bo Qu Xiang Li 29 10 0 12 Apr 2021
AutoGL: A Library for Automated Graph Learning Ziwei Zhang Yijian Qin Zeyang Zhang Chaoyu Guan Jie Cai ... Beini Xie Yang Yao Yipeng Zhang Xin Wang Wenwu Zhu 27 30 0 11 Apr 2021
Skeleton-based Hand-Gesture Recognition with Lightweight Graph Convolutional Networks H. Sahbi 3DH GNN 18 3 0 09 Apr 2021
Label-GCN: An Effective Method for Adding Label Propagation to Graph Convolutional Networks Claudio Bellei Hussain Alattas N. Kaaniche GNN 19 8 0 05 Apr 2021
Improving the Expressive Power of Graph Neural Network with Tinhofer Algorithm Alan J. X. Guo Qing-Hu Hou Ou Wu 27 0 0 05 Apr 2021
Charged particle tracking via edge-classifying interaction networks G. Dezoort S. Thais Javier Mauricio Duarte Vesal Razavimaleki M. Atkinson I. Ojalvo Mark S. Neubauer P. Elmer 25 46 0 30 Mar 2021
Health Status Prediction with Local-Global Heterogeneous Behavior Graph Xuan Ma Xiaoshan Yang Junyuan Gao Changsheng Xu 17 2 0 23 Mar 2021
Spatio-Temporal Sparsification for General Robust Graph Convolution Networks Mingming Lu Ya Zhang OOD AAML 21 0 0 23 Mar 2021
HeterSkinNet: A Heterogeneous Network for Skin Weights Prediction Xiaoyu Pan Jiancong Huang Jiaming Mai He Wang Honglin Li Tongkui Su Wenjun Wang Xiaogang Jin 3DH 17 5 0 19 Mar 2021
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu ... Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 16 498 0 13 Mar 2021
Sampling methods for efficient training of graph convolutional networks: A survey Xin Liu Yurui Lai Lei Deng Guoqi Li Xiaochun Ye Xiaochun Ye GNN 29 100 0 10 Mar 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations Beatrice Bevilacqua Yangze Zhou Bruno Ribeiro OOD 35 108 0 08 Mar 2021
Network Representation Learning: From Traditional Feature Learning to Deep Learning Ke Sun Lei Wang Bo Xu Wenhong Zhao S. Teng Feng Xia GNN 25 28 0 07 Mar 2021
Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook Eren Kurshan Hongda Shen GNN 27 32 0 02 Mar 2021
Financial Crime & Fraud Detection Using Graph Computing: Application Considerations & Outlook Eren Kurshan Honda Shen Haojie Yu GNN FaML 35 26 0 02 Mar 2021
Multi-Level Attention Pooling for Graph Neural Networks: Unifying Graph Representations with Multiple Localities Takeshi D. Itoh Takatomi Kubo K. Ikeda 34 29 0 02 Mar 2021
Automated Machine Learning on Graphs: A Survey Ziwei Zhang Xin Wang Wenwu Zhu 19 85 0 01 Mar 2021
RA-GCN: Graph Convolutional Network for Disease Prediction Problems with Imbalanced Data Mahsa Ghorbani Anees Kazi M. Baghshah Hamid R. Rabiee Nassir Navab 27 72 0 27 Feb 2021
Simultaneously Reconciled Quantile Forecasting of Hierarchically Related Time Series Xing Han S. Dasgupta Joydeep Ghosh AI4TS 31 34 0 25 Feb 2021
Spotting Silent Buffer Overflows in Execution Trace through Graph Neural Network Assisted Data Flow Analysis Zhilong Wang Li Yu Suhang Wang Peng Liu 11 4 0 20 Feb 2021
Link Prediction with Persistent Homology: An Interactive View Zuoyu Yan Tengfei Ma Liangcai Gao Zhi Tang Chao Chen 19 46 0 20 Feb 2021
A Deep Learning Approach Based on Graphs to Detect Plantation Lines D. Gonçalves Mauro dos Santos de Arruda H. Pistori V. Fernandes A. P. Ramos ... L. Osco Hongjie He Jonathan Li J. M. Junior W. Gonçalves 47 2 0 05 Feb 2021
Interpreting and Unifying Graph Neural Networks with An Optimization Framework Meiqi Zhu Xiao Wang C. Shi Houye Ji Peng Cui AI4CE 54 197 0 28 Jan 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 40 837 0 27 Jan 2021
A Review of Graph Neural Networks and Their Applications in Power Systems Wenlong Liao B. Bak‐Jensen J. Pillai Yuelong Wang Yusen Wang GNN AI4CE 27 210 0 25 Jan 2021
Edge-Featured Graph Attention Network Jun Chen Hao-peng Chen GNN 21 34 0 19 Jan 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 228 0 18 Jan 2021
Tailored Learning-Based Scheduling for Kubernetes-Oriented Edge-Cloud System Yiwen Han Shihao Shen Xiaofei Wang Shiqiang Wang Victor C. M. Leung 37 61 0 17 Jan 2021
Symmetry-adapted graph neural networks for constructing molecular dynamics force fields Zun Wang Chong Wang Sibo Zhao Shiqiao Du Yong Xu B. Gu W. Duan AI4CE 27 14 0 08 Jan 2021