Articles

Quantifying uncertainty in graph neural network explanations

in Data Mining and Management

• Junji Jiang
• Chen Ling
• Hongyi Li
• Guangji Bai
• Xujiang Zhao
• Liang Zhao

Global explanation supervision for Graph Neural Networks

in Data Mining and Management

• Negar Etemadyrad
• Yuyang Gao
• Sai Manoj Pudukotai Dinakarrao
• Liang Zhao

SkyMap: a generative graph model for GNN benchmarking

in Machine Learning and Artificial Intelligence

• Axel Wassington
• Raúl Higueras
• Sergi Abadal

Multimodal graph neural networks in healthcare: a review of fusion strategies across biomedical domains

in Medicine and Public Health

• Maria Vaida
• Ziyuan Huang

Brain age prediction using the graph neural network based on resting-state functional MRI in Alzheimer's disease

in Translational Neuroscience

• Jingjing Gao
• Jiaxin Liu
• Yuhang Xu
• Dawei Peng
• Zhengning Wang

Graph neural networks in Alzheimer's disease diagnosis: a review of unimodal and multimodal advances

in Neuroscience Methods and Techniques

• Shahzad Ali
• Michele Piana
• Matteo Pardini
• Sara Garbarino

Bridging the Gap of AutoGraph Between Academia and Industry: Analyzing AutoGraph Challenge at KDD Cup 2020

in Machine Learning and Artificial Intelligence

• Zhen Xu
• Lanning Wei
• Huan Zhao
• Rex Ying
• Quanming Yao
• Wei-Wei Tu
• Isabelle Guyon

Entropy defense-by-restore: a GNN-empowered security and trust framework for meteorological cyber-physical-social systems

in Social Physics

• Ming Lai
• Zeyu Zhou

Multimodal connectivity-based cortical segmentation with graph neural networks

in Brain Imaging Methods

• Agata Łabiak
• Anees Kazi
• Chantal Pellegrini
• Aina Frau-Pascual
• Iman Aganj

Modeling functional connectivity changes during an auditory language task using line graph neural networks

• Stein Acker
• Jinqing Liang
• Ninet Sinaii
• Kristen Wingert
• Atsuko Kurosu
• Sunder Rajan
• Sara Inati
• William H. Theodore
• Nadia Biassou

Reinforcement learning-based SDN routing scheme empowered by causality detection and GNN

• Yuanhao He
• Geyang Xiao
• Jun Zhu
• Tao Zou
• Yuan Liang

Auto-GNN: Neural architecture search of graph neural networks

in Machine Learning and Artificial Intelligence

• Kaixiong Zhou
• Xiao Huang
• Qingquan Song
• Rui Chen
• Xia Hu

NetTCR-struc, a structure driven approach for prediction of TCR-pMHC interactions

in Systems Immunology

• Sebastian N. Deleuran
• Morten Nielsen

Accurate Solar Cell Modeling via Genetic Neural Network-Based Meta-Heuristic Algorithms

in Smart Grids

• Long Wang
• Zhuo Chen
• Yinyuan Guo
• Weidong Hu
• Xucheng Chang
• Peng Wu
• Cong Han
• Jianwei Li

A sequential learning model with GNN for EEG-EMG-based stroke rehabilitation BCI

in Perception Science

• Haoyang Li
• Hongfei Ji
• Jian Yu
• Jie Li
• Lingjing Jin
• Lingyu Liu
• Zhongfei Bai
• Chen Ye

Ligand-receptor dynamics in heterophily-aware graph neural networks for enhanced cell type prediction from single-cell RNA-seq data

in Genome Organization and Dynamics

• Lian Duan
• Mahshad Hashemi
• Alioune Ngom
• Luis Rueda