EEG-GNN: Graph Neural Networks for Classification of
Electroencephalogram (EEG) Signals

EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals

16 June 2021

Deniz Erdogmus

Papers citing "EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals"

17 / 17 papers shown

Title
ALFEE: Adaptive Large Foundation Model for EEG Representation Wei Xiong Junming Lin Jiangtong Li Jie Li Changjun Jiang 30 0 0 07 May 2025
EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network Haili Ye S. Goerttler F. He 38 0 0 15 Dec 2024
Graph Adapter of EEG Foundation Models for Parameter Efficient Fine Tuning Toyotaro Suzumura H. Kanezashi Shotaro Akahori AI4MH 74 0 0 25 Nov 2024
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG Fusion Xinxu Wei K. Zhao Yong Jiao Nancy B. Carlisle Hua Xie Gregory A. Fonzo Yu Zhang 28 0 0 27 Sep 2024
How Homogenizing the Channel-wise Magnitude Can Enhance EEG Classification Model? Huyen Ngo Khoi Do Duong Nguyen Viet Dung Nguyen Lan Dang 19 0 0 19 Jul 2024
Curriculum-Enhanced Residual Soft An-Isotropic Normalization for Over-smoothness in Deep GNNs Jin Li Qirong Zhang Shuling Xu Xinlong Chen Longkun Guo Yanglan Fu 29 0 0 13 Dec 2023
Graph Convolutional Network with Connectivity Uncertainty for EEG-based Emotion Recognition Hongxiang Gao Xiangyao Wang Zhenghua Chen Min-man Wu Zhipeng Cai Lulu Zhao Jianqing Li Chengyu Liu 35 9 0 22 Oct 2023
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 46 21 0 03 Oct 2023
Functional Graph Contrastive Learning of Hyperscanning EEG Reveals Emotional Contagion Evoked by Stereotype-Based Stressors Jingyun Huang Rachel C. Amey Mengting Liu Chad E. Forbes 32 1 0 22 Aug 2023
EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks Jinpei Han Xia Wei Aldo A. Faisal 34 12 0 20 Jun 2023
GFairHint: Improving Individual Fairness for Graph Neural Networks via Fairness Hint Paiheng Xu Yuhang Zhou Bang An Wei Ai Furong Huang 22 6 0 25 May 2023
Adaptive Gated Graph Convolutional Network for Explainable Diagnosis of Alzheimer's Disease using EEG Data D. Klepl F. He M. Wu D. Blackburn P. Sarrigiannis 27 22 0 12 Apr 2023
Improving EEG-based Emotion Recognition by Fusing Time-frequency And Spatial Representations Kexin Zhu Xulong Zhang Jianzong Wang Ning Cheng Jing Xiao 11 1 0 14 Mar 2023
EEG-NeXt: A Modernized ConvNet for The Classification of Cognitive Activity from EEG Andac Demir I. Khalil B. Kiziltan 28 0 0 08 Dec 2022
quEEGNet: Quantum AI for Biosignal Processing T. Koike-Akino Ye Wang 29 4 0 29 Sep 2022
Convolutional Spiking Neural Networks for Detecting Anticipatory Brain Potentials Using Electroencephalogram Nathan Lutes Siddhardh Nadendla K. Krishnamurthy 18 5 0 14 Aug 2022
Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Chuang Liu Yibing Zhan Jia Wu Chang Li Bo Du Wenbin Hu Tongliang Liu Dacheng Tao GNN AI4CE 30 80 0 15 Apr 2022