Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis

16 April 2021

Florian Dubost

Christopher Lee-Messer

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Papers citing "Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis"

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Title
SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings Kerui Wu Ziyue Zhao Bülent Yener ViT 51 0 0 01 Apr 2025
Sparseformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification Jiexia Ye Weiqi Zhang Z. Li Jiajun Li Fugee Tsung MedIm 44 0 0 19 Mar 2025
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 45 0 0 14 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 69 0 0 13 Mar 2025
MT-NAM: An Efficient and Adaptive Model for Epileptic Seizure Detection Arshia Afzal V. Cevher Mahsa Shoaran 59 0 0 11 Mar 2025
Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics Jiahe Li Xin Chen Fanqi Shen Junru Chen Y. Liu Daoze Zhang Zhizhang Yuan F. Zhao Meng Li Yang Yang 36 0 0 24 Feb 2025
Single-Channel EEG Tokenization Through Time-Frequency Modeling Jathurshan Pradeepkumar Xihao Piao Zheng Chen Jimeng Sun 45 1 0 22 Feb 2025
Causal Temporal Regime Structure Learning Abdellah Rahmani Pascal Frossard CML 78 2 0 20 Feb 2025
Automated Detection of Epileptic Spikes and Seizures Incorporating a Novel Spatial Clustering Prior Hanyang Dong Shurong Sheng Xiongfei Wang Jiahong Gao Yi Sun Wanli Yang Kuntao Xiao Pengfei Teng Guoming Luan Zhao Lv 21 0 0 05 Jan 2025
Multi-Branch Mutual-Distillation Transformer for EEG-Based Seizure Subtype Classification Ruimin Peng Zhenbang Du Changming Zhao Jingwei Luo Wenzhong Liu Xinxing Chen Dongrui Wu MedIm 87 8 0 04 Dec 2024
Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification Ruimin Peng Jiayu An Dongrui Wu 78 1 0 29 Nov 2024
SplitSEE: A Splittable Self-supervised Framework for Single-Channel EEG Representation Learning Rikuto Kotoge Zheng Chen Tasuku Kimura Yasuko Matsubara Takufumi Yanagisawa H. Kishima Yasushi Sakurai OOD SSL 29 1 0 15 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 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 26 0 0 08 Jul 2024
SPEAR: Receiver-to-Receiver Acoustic Neural Warping Field Yuhang He Shitong Xu Jia-Xing Zhong Sangyun Shin Niki Trigoni Andrew Markham 30 0 0 16 Jun 2024
REST: Efficient and Accelerated EEG Seizure Analysis through Residual State Updates Arshia Afzal Grigorios G. Chrysos V. Cevher Mahsa Shoaran 27 5 0 03 Jun 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 30 21 0 24 May 2024
Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data Arash Hajisafi Haowen Lin Yao-Yi Chiang Cyrus Shahabi 16 5 0 08 May 2024
EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model Yuqi Chen Kan Ren Kaitao Song Yansen Wang Yifan Wang Dongsheng Li Lili Qiu 36 15 0 11 Jan 2024
An Unobtrusive and Lightweight Ear-worn System for Continuous Epileptic Seizure Detection Abdul Aziz Nhat Pham Neel Vora Cody T. Reynolds Jaime Lehnen ... Zhuoran Yao Jay Harvey Tam N. Vu Kan Ding Phuc Nguyen 16 0 0 01 Jan 2024
Time-Series Contrastive Learning against False Negatives and Class Imbalance Xi Jin Jing Wang Lei Liu Youfang Lin 26 1 0 19 Dec 2023
VSViG: Real-time Video-based Seizure Detection via Skeleton-based Spatiotemporal ViG Yankun Xu Junzhe Wang Yun-Hsuan Chen Jie Yang Wenjie Ming Shuangquan Wang Mohamad Sawan 11 0 0 24 Nov 2023
Large-scale Foundation Models and Generative AI for BigData Neuroscience Ran Wang Zhe Sage Chen MedIm AI4CE LRM 21 8 0 27 Oct 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
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series Yihe Wang Yu Han Haishuai Wang Xiang Zhang AI4TS 24 46 0 21 Oct 2023
Open-Set Multivariate Time-Series Anomaly Detection Thomas Lai Thi Kieu Khanh Ho Narges Armanfard AI4TS 39 3 0 18 Oct 2023
Graph Neural Network-based EEG Classification: A Survey D. Klepl Min Wu F. He 46 21 0 03 Oct 2023
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models Thi Kieu Khanh Ho Narges Armanfard AI4TS 42 1 0 24 Aug 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 41 143 0 07 Jul 2023
Protecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling Ziyue Li Yuchen Fang You Li Kan Ren Yansen Wang Xufang Luo Juanyong Duan Congrui Huang Dongsheng Li Lili Qiu 18 6 0 02 Jul 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
MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals Donghong Cai Junru Chen Yang Yang Te-Chun Liu Yafeng Li 16 20 0 15 Jun 2023
Towards trustworthy seizure onset detection using workflow notes Khaled Kamal Saab Siyi Tang Mohamed Taha Christopher Lee-Messer Christopher Ré D. Rubin 17 4 0 14 Jun 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
Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection Qinyue Zheng Arun Venkitaraman Simona Petravic P. Frossard FedML 18 1 0 03 Apr 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 30 93 0 06 Feb 2023
Hungry Hungry Hippos: Towards Language Modeling with State Space Models Daniel Y. Fu Tri Dao Khaled Kamal Saab A. Thomas Atri Rudra Christopher Ré 70 370 0 28 Dec 2022
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models Siyi Tang Jared A. Dunnmon Liangqiong Qu Khaled Kamal Saab T. Baykaner Christopher Lee-Messer D. Rubin 22 21 0 21 Nov 2022
MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG H. Albaqami Ghulam Mubashar Hassan A. Datta 25 23 0 09 Nov 2022
A Meta-GNN approach to personalized seizure detection and classification Abdellah Rahmani Arun Venkitaraman P. Frossard 17 11 0 01 Nov 2022
MentorGNN: Deriving Curriculum for Pre-Training GNNs Dawei Zhou Lecheng Zheng Dongqi Fu Jiawei Han Jingrui He 33 22 0 21 Aug 2022
Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis Thi Kieu Khanh Ho Narges Armanfard 31 43 0 15 Aug 2022
See What You See: Self-supervised Cross-modal Retrieval of Visual Stimuli from Brain Activity Zesheng Ye Lina Yao Yu Zhang Silvia Gustin 21 6 0 07 Aug 2022
Improving self-supervised pretraining models for epileptic seizure detection from EEG data Sudip Das Pankaja Pandey Krishna P. Miyapuram MedIm 13 4 0 28 Jun 2022
BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data Demetres Kostas Stephane Aroca-Ouellette Frank Rudzicz SSL 41 202 0 28 Jan 2021
Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review Khansa Rasheed A. Qayyum Junaid Qadir Shobi Sivathamboo P. Kwan L. Kuhlmann T. O'Brien Adeel Razi 34 220 0 04 Feb 2020
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 253 3,239 0 24 Nov 2016