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LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021
5 May 2021
Yi Ding
Neethu Robinson
Chengxuan Tong
Qiuhao Zeng
Cuntai Guan
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Github (107★)
Papers citing
"LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface"
27 / 27 papers shown
Calibration-Free EEG-based Driver Drowsiness Detection with Online Test-Time Adaptation
Geun-Deok Jang
Dong-Kyun Han
Seo-Hyeon Park
Seong-Whan Lee
169
0
0
27 Nov 2025
Spatial-Functional awareness Transformer-based graph archetype contrastive learning for Decoding Visual Neural Representations from EEG
Yueming Sun
Long Yang
226
0
0
29 Sep 2025
Brain PathoGraph Learning
Ciyuan Peng
Nguyen Linh Dan Le
Shan Jin
Dexuan Ding
Shuo Yu
Feng Xia
MedIm
149
0
0
26 Sep 2025
BrainPro: Towards Large-scale Brain State-aware EEG Representation Learning
Y. Ding
Muyun Jiang
Weibang Jiang
Shuailei Zhang
Xinliang Zhou
Chenyu Liu
Shanglin Li
Yong Li
Cuntai Guan
177
0
0
26 Sep 2025
MSGM: A Multi-Scale Spatiotemporal Graph Mamba for EEG Emotion Recognition
Hanwen Liu
Yifeng Gong
Zuwei Yan
Zeheng Zhuang
Jiaxuan Lu
Mamba
166
1
0
21 Jul 2025
CRIA: A Cross-View Interaction and Instance-Adapted Pre-training Framework for Generalizable EEG Representations
Puchun Liu
Cheng Chen
Yubin He
Tong Zhang
245
2
0
19 Jun 2025
GSDNet: Revisiting Incomplete Multimodal-Diffusion from Graph Spectrum Perspective for Conversation Emotion Recognition
Yuntao Shou
Jun Yao
Tao Meng
Wei Ai
Cen Chen
Keqin Li
DiffM
311
1
0
14 Jun 2025
Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer
Muyun Jiang
Y. Ding
Wei Zhang
Kok Ann Colin Teo
LaiGuan Fong
...
Parasuraman Padmanabhan
Victoria Leong
Jia Lu
Balazs Gulyas
Cuntai Guan
328
4
0
02 Apr 2025
Biologically Plausible Brain Graph Transformer
International Conference on Learning Representations (ICLR), 2025
Ciyuan Peng
Yuelong Huang
Qichao Dong
Shuo Yu
Xiwei Xu
Chengqi Zhang
Yaochu Jin
443
8
0
13 Feb 2025
Exact Fit Attention in Node-Holistic Graph Convolutional Network for Improved EEG-Based Driver Fatigue Detection
Meiyan Xu
Qingqing Chen
Duo Chen
Yi Ding
Jingyuan Wang
Peipei Gu
Yijie Pan
Deshuang Huang
Xun Zhang
Jiayang Guo
215
3
0
28 Jan 2025
BrainGPT: Unleashing the Potential of EEG Generalist Foundation Model by Autoregressive Pre-training
Tongtian Yue
Xuange Gao
Xuange Gao
Yepeng Tang
Longteng Guo
Jie Jiang
Qingbin Liu
324
8
0
14 Oct 2024
LibEER: A Comprehensive Benchmark and Algorithm Library for EEG-based Emotion Recognition
IEEE Transactions on Affective Computing (IEEE Trans. Affective Comput.), 2024
Huan Liu
Shusen Yang
Yuzhe Zhang
Mengze Wang
Fanyu Gong
...
Guanjian Liu
Zejun Liu
Yong-Jin Liu
Bao-Liang Lu
Dalin Zhang
637
10
0
13 Oct 2024
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record Generation
Neural Networks (NN), 2024
Hongyu Chen
Weiming Zeng
Chong Chen
Luhui Cai
Haiwei Yang
...
Wei Zhang
Yuchen Ren
Hongjie Yan
W. Siok
Nizhuan Wang
391
0
0
30 Sep 2024
LDGCN: An Edge-End Lightweight Dual GCN Based on Single-Channel EEG for Driver Drowsiness Monitoring
Jingwei Huang
Chuansheng Wang
Jiayan Huang
Haoyi Fan
Antoni Grau
Fuquan Zhang
242
1
0
08 Jul 2024
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based Learning
Minghao Xiao
Zhengxi Zhu
Bin Jiang
Meixia Qu
Wenyu Wang
360
0
0
08 Jul 2024
MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition
International Conference on Neural Information Processing (ICONIP), 2024
Yanjie Cui
Xiaohong Liu
Jing Liang
Yamin Fu
572
3
0
03 Jul 2024
You Only Acquire Sparse-channel (YOAS): A Unified Framework for Dense-channel EEG Generation
Hongyu Chen
Weiming Zeng
Luhui Cai
Lei Wang
Jia Lu
Yueyang Li
Hongjie Yan
W. Siok
Nizhuan Wang
313
6
0
21 Jun 2024
EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks
Htoo Wai Aung
Jiao Jiao Li
Yang An
Steven W. Su
208
2
0
26 Apr 2024
EEG-Deformer: A Dense Convolutional Transformer for Brain-computer Interfaces
Yi Ding
Yong Li
Hao Sun
Rui Liu
Chengxuan Tong
Cuntai Guan
235
75
0
25 Apr 2024
Graph Neural Networks in EEG-based Emotion Recognition: A Survey
Chenyu Liu
Xin-qiu Zhou
Yihao Wu
Ruizhi Yang
Liming Zhai
Ziyu Jia
Yang Liu
Yang Liu
AI4TS
458
19
0
02 Feb 2024
Graph Neural Network-based EEG Classification: A Survey
IEEE transactions on neural systems and rehabilitation engineering (IEEE TNSRE), 2023
D. Klepl
Min Wu
F. He
284
74
0
03 Oct 2023
MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition
IEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Yi Ding
Su Zhang
Chuangao Tang
Cuntai Guan
311
41
0
30 Aug 2023
Decoding Natural Images from EEG for Object Recognition
International Conference on Learning Representations (ICLR), 2023
Yonghao Song
Bingchuan Liu
Xiang Li
Nanlin Shi
Yijun Wang
Xiaorong Gao
397
122
0
25 Aug 2023
Interpretable and Robust AI in EEG Systems: A Survey
Xin-qiu Zhou
Chenyu Liu
J. Zhou
Zhongruo Wang
Liming Zhai
Ziyu Jia
Cuntai Guan
Yang Liu
AAML
396
34
0
21 Apr 2023
PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition
IEEE transactions on multimedia (IEEE TMM), 2023
Ming Jin
Enwei Zhu
Changde Du
Huiguang He
Jinpeng Li
233
83
0
06 Feb 2023
Conditional Generative Models for Simulation of EMG During Naturalistic Movements
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
Shihan Ma
A. Clarke
Kostiantyn Maksymenko
Samuel Deslauriers-Gauthier
X. Sheng
Xiangyang Zhu
D. Farina
533
17
0
03 Nov 2022
Federated Graph Neural Networks: Overview, Techniques and Challenges
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
R. Liu
Pengwei Xing
Zichao Deng
Anran Li
Cuntai Guan
Han Yu
FedML
403
154
0
15 Feb 2022
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