Graph Neural Networks in EEG-based Emotion Recognition: A Survey

Graph Neural Networks in EEG-based Emotion Recognition: A Survey

2 February 2024

Yang Liu

Papers citing "Graph Neural Networks in EEG-based Emotion Recognition: A Survey"

10 / 10 papers shown

Title
Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain Adaptation Peiliang Gong Yucheng Wang Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS TTA 29 0 0 23 May 2025
Vision Paper: Designing Graph Neural Networks in Compliance with the European Artificial Intelligence Act Barbara Hoffmann Jana Vatter R. Mayer 55 0 0 29 Oct 2024
Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification Xiaoxiao Yang Ziyu Jia Mamba 60 2 0 15 Sep 2024
Provably Uncertainty-Guided Universal Domain Adaptation Yifan Wang Lin Zhang Ran Song Paul L. Rosin Yibin Li Wei Emma Zhang OOD UQCV 91 0 0 19 Sep 2022
GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition Yang Li Ji Chen Fu Li Boxun Fu Hao Wu Youshuo Ji Yijing Zhou Yi Niu Guangming Shi Wenming Zheng SSL 53 97 0 12 Apr 2022
DAGAM: A Domain Adversarial Graph Attention Model for Subject Independent EEG-Based Emotion Recognition Tao Xu Wang Dang Jiabao Wang Yun Zhou 40 31 0 27 Feb 2022
HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition Ziyu Jia Youfang Lin Jing Wang Zhiyang Feng Xiangheng Xie Caijie Chen 57 84 0 07 Aug 2021
LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface Yi Ding Neethu Robinson Chengxuan Tong Qiuhao Zeng Cuntai Guan 31 77 0 05 May 2021
SFE-Net: EEG-based Emotion Recognition with Symmetrical Spatial Feature Extraction Xiangwen Deng Ju-xia Zhu Shangming Yang 29 31 0 09 Apr 2021
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks Peixiang Zhong Di Wang Chunyan Miao 66 519 0 18 Jul 2019