Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention

27 May 2021

Papers citing "Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention"

36 / 36 papers shown

Title
Joint-Embedding Masked Autoencoder for Self-supervised Learning of Dynamic Functional Connectivity from the Human Brain Jungwon Choi Hyungi Lee Byung-Hoon Kim Juho Lee 116 0 0 11 Mar 2024
Improving Phenotype Prediction using Long-Range Spatio-Temporal Dynamics of Functional Connectivity Simon Dahan Logan Z. J. Williams Daniel Rueckert E. C. Robinson 14 17 0 07 Sep 2021
How Attentive are Graph Attention Networks? Shaked Brody Uri Alon Eran Yahav GNN 110 1,079 0 30 May 2021
Learning Multi-Attention Context Graph for Group-Based Re-Identification Yichao Yan Jie Qin Bingbing Ni Jiaxin Chen Li Liu Fan Zhu Weishi Zheng Xiaokang Yang Ling Shao 78 42 0 29 Apr 2021
IA-GCN: Interpretable Attention based Graph Convolutional Network for Disease prediction Anees Kazi Soroush Farghadani Nassir Navab GNN 65 16 0 29 Mar 2021
A Graph Neural Network Framework for Causal Inference in Brain Networks S. Wein W. Malloni A. Tomé Sebastian M. Frank Gina-Isabelle Henze S. Wüst M. Greenlee E. Lang 72 53 0 14 Oct 2020
Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis Xiaoxiao Li Yuan Zhou Nicha Dvornek Muhan Zhang Juntang Zhuang P. Ventola James S Duncan 48 58 0 29 Jul 2020
Temporal Graph Networks for Deep Learning on Dynamic Graphs Emanuele Rossi B. Chamberlain Fabrizio Frasca D. Eynard Federico Monti M. Bronstein AI4CE 173 643 0 18 Jun 2020
Attend and Decode: 4D fMRI Task State Decoding Using Attention Models Sam Nguyen Brenda Ng Alan Kaplan Priyadip Ray 35 24 0 10 Apr 2020
Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis Soham Gadgil Qingyu Zhao A. Pfefferbaum E. Sullivan Ehsan Adeli K. Pohl 124 153 0 24 Mar 2020
Inductive Representation Learning on Temporal Graphs Da Xu Chuanwei Ruan Evren Körpeoglu Sushant Kumar Kannan Achan AI4CE 97 626 0 19 Feb 2020
Understanding Graph Isomorphism Network for rs-fMRI Functional Connectivity Analysis Byung-Hoon Kim J. C. Ye AI4CE GNN 73 131 0 10 Jan 2020
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations Ekagra Ranjan Soumya Sanyal Partha P. Talukdar GNN 171 334 0 18 Nov 2019
Graph Embedding Using Infomax for ASD Classification and Brain Functional Difference Detection Xiaoxiao Li Nicha Dvornek Juntang Zhuang P. Ventola James Duncan 45 15 0 09 Aug 2019
Graph Neural Network for Interpreting Task-fMRI Biomarkers Xiaoxiao Li Nicha Dvornek Yuan Zhou Juntang Zhuang P. Ventola James S. Duncan 69 103 0 02 Jul 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 129 1,090 0 11 May 2019
Self-Attention Graph Pooling Junhyun Lee Inyeop Lee Jaewoo Kang GNN 172 1,121 0 17 Apr 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 226 4,339 0 06 Mar 2019
Understanding Geometry of Encoder-Decoder CNNs J. C. Ye Woon Kyoung Sung 3DV AI4CE 64 73 0 22 Jan 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 764 8,533 0 03 Jan 2019
Similarity Learning with Higher-Order Graph Convolutions for Brain Network Analysis Guixiang Ma Nesreen Ahmed Theodore L. Willke D. Sengupta Michael W. Cole Nicholas B. Turk-Browne Pratik Shah MedIm 39 8 0 02 Nov 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 240 7,653 0 01 Oct 2018
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks Abhijit Guha Roy Nassir Navab Christian Wachinger SSeg 104 379 0 23 Aug 2018
Attention Models in Graphs: A Survey J. B. Lee Ryan A. Rossi Sungchul Kim Nesreen K. Ahmed Eunyee Koh GNN 62 164 0 20 Jul 2018
Hierarchical Graph Representation Learning with Differentiable Pooling Rex Ying Jiaxuan You Christopher Morris Xiang Ren William L. Hamilton J. Leskovec GNN 297 2,148 0 22 Jun 2018
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 505 1,982 0 09 Jun 2018
Graph Saliency Maps through Spectral Convolutional Networks: Application to Sex Classification with Brain Connectivity Salim Arslan S. Ktena Ben Glocker Daniel Rueckert GNN 46 53 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 758 3,121 0 04 Jun 2018
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition Sijie Yan Yuanjun Xiong Dahua Lin GNN 241 4,169 0 23 Jan 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,138 0 30 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 424 26,500 0 05 Sep 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Distance Metric Learning using Graph Convolutional Networks: Application to Functional Brain Networks S. Ktena Sarah Parisot Enzo Ferrante Martin Rajchl M. J. Lee Ben Glocker Daniel Rueckert GNN 155 194 0 07 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 623 29,051 0 09 Sep 2016
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 169 5,000 0 27 Jun 2016
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 586 12,704 0 11 Dec 2014