Seizure-NGCLNet: Representation Learning of SEEG Spatial Pathological Patterns for Epileptic Seizure Detection via Node-Graph Dual Contrastive Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Yiping, Wang, Peiren, Li, Zhenye, Liu, Fang, Huang, Jinguo |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dual-Task Graph Neural Network for Joint Seizure Onset Zone Localization and Outcome Prediction using Stereo EEG
by: Amir, Syeda Abeera, et al.
Published: (2025)
by: Amir, Syeda Abeera, et al.
Published: (2025)
FAPEX: Fractional Amplitude-Phase Expressor for Robust Cross-Subject Seizure Prediction
by: Zheng, Ruizhe, et al.
Published: (2025)
by: Zheng, Ruizhe, et al.
Published: (2025)
Graph-Based Deep Learning on Stereo EEG for Predicting Seizure Freedom in Epilepsy Patients
by: Agaronyan, Artur, et al.
Published: (2025)
by: Agaronyan, Artur, et al.
Published: (2025)
Stabilizing Fractional Dynamical Networks Suppresses Epileptic Seizures
by: Wang, Yaoyue, et al.
Published: (2025)
by: Wang, Yaoyue, et al.
Published: (2025)
PySeizure: A single machine learning classifier framework to detect seizures in diverse datasets
by: Chybowski, Bartlomiej, et al.
Published: (2025)
by: Chybowski, Bartlomiej, et al.
Published: (2025)
Dual mechanism of Anti-Seizure Medications in controlling seizure activity
by: Besne, Guillermo M., et al.
Published: (2025)
by: Besne, Guillermo M., et al.
Published: (2025)
Localising the Seizure Onset Zone from Single-Pulse Electrical Stimulation Responses with a CNN Transformer
by: Norris, Jamie, et al.
Published: (2024)
by: Norris, Jamie, et al.
Published: (2024)
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience
by: Shen, Xinke, et al.
Published: (2024)
by: Shen, Xinke, et al.
Published: (2024)
convSeq: Fast and Scalable Method for Detecting Patterns in Spike Data
by: Koshkin, Roman, et al.
Published: (2024)
by: Koshkin, Roman, et al.
Published: (2024)
Cross-Modal Epileptic Signal Harmonization: Frequency Domain Mapping Quantization for Pre-training a Unified Neurophysiological Transformer
by: Zhang, Runkai, et al.
Published: (2025)
by: Zhang, Runkai, et al.
Published: (2025)
Comparing Methodological Variations in Seizure Onset Localisation Algorithms using intracranial EEG
by: Gascoigne, Sarah J., et al.
Published: (2024)
by: Gascoigne, Sarah J., et al.
Published: (2024)
Seizure duration is associated with multiple timescales in interictal iEEG band power
by: Panagiotopoulou, Mariella, et al.
Published: (2025)
by: Panagiotopoulou, Mariella, et al.
Published: (2025)
From Epilepsy Seizures Classification to Detection: A Deep Learning-based Approach for Raw EEG Signals
by: Darankoum, Davy, et al.
Published: (2024)
by: Darankoum, Davy, et al.
Published: (2024)
CLASH: Contrastive learning through alignment shifting to extract stimulus information from EEG
by: Accou, Bernd, et al.
Published: (2023)
by: Accou, Bernd, et al.
Published: (2023)
Spatial Craving Patterns in Marijuana Users: Insights from fMRI Brain Connectivity Analysis with High-Order Graph Attention Neural Networks
by: Ding, Jun-En, et al.
Published: (2024)
by: Ding, Jun-En, et al.
Published: (2024)
Generative AI Enables EEG Super-Resolution via Spatio-Temporal Adaptive Diffusion Learning
by: Wang, Shuqiang, et al.
Published: (2024)
by: Wang, Shuqiang, et al.
Published: (2024)
EEG Foundation Models for BCI Learn Diverse Features of Electrophysiology
by: Ogg, Mattson, et al.
Published: (2025)
by: Ogg, Mattson, et al.
Published: (2025)
Localization of Seizure Onset Zone based on Spatio-Temporal Independent Component Analysis on fMRI
by: Sadjadi, Seyyed Mostafa, et al.
Published: (2025)
by: Sadjadi, Seyyed Mostafa, et al.
Published: (2025)
Bibliometric-enhanced Systematic Literature Review of EEG in Education: Learning Concepts, Computational Methods, and Research Opportunities
by: Wijaya, Adi, et al.
Published: (2025)
by: Wijaya, Adi, et al.
Published: (2025)
Research on Event-Related Desynchronization of Motor Imagery and Movement Based on Localized EEG Cortical Sources
by: Wang, Yuqing
Published: (2025)
by: Wang, Yuqing
Published: (2025)
Automated Tinnitus Detection Through Dual-Modality Neuroimaging: EEG Microstate Analysis and Resting-State fMRI Classification Using Deep Learning
by: Kiashemshaki, Kiana, et al.
Published: (2025)
by: Kiashemshaki, Kiana, et al.
Published: (2025)
Topological Analysis of Seizure-Induced Changes in Brain Hierarchy Through Effective Connectivity
by: El-Yaagoubi, Anass B., et al.
Published: (2024)
by: El-Yaagoubi, Anass B., et al.
Published: (2024)
Graph learning methods to extract empathy supporting regions in a naturalistic stimuli fMRI
by: GRS, Sasanka, et al.
Published: (2024)
by: GRS, Sasanka, et al.
Published: (2024)
Seizure freedom after surgical resection of diffusion-weighted MRI abnormalities
by: Horsley, Jonathan, et al.
Published: (2024)
by: Horsley, Jonathan, et al.
Published: (2024)
HuiduRep: A Robust Self-Supervised Framework for Learning Neural Representations from Extracellular Recordings
by: Cao, Feng, et al.
Published: (2025)
by: Cao, Feng, et al.
Published: (2025)
A New Brain Network Construction Paradigm for Brain Disorder via Diffusion-based Graph Contrastive Learning
by: Zong, Yongcheng, et al.
Published: (2024)
by: Zong, Yongcheng, et al.
Published: (2024)
Deep Learning Architectures for Code-Modulated Visual Evoked Potentials Detection
by: Nair, Kiran, et al.
Published: (2025)
by: Nair, Kiran, et al.
Published: (2025)
Time series segmentation for recognition of epileptiform patterns recorded via Microelectrode Arrays in vitro
by: Galeote-Checa, Gabriel, et al.
Published: (2024)
by: Galeote-Checa, Gabriel, et al.
Published: (2024)
A Novel Approach to Characterize Dynamics of ECG-Derived Skin Nerve Activity via Time-Varying Spectral Analysis
by: Kong, Youngsun, et al.
Published: (2024)
by: Kong, Youngsun, et al.
Published: (2024)
A geometry aware framework enhances noninvasive mapping of whole human brain dynamics
by: Wang, Song, et al.
Published: (2026)
by: Wang, Song, et al.
Published: (2026)
Stochastic Graph Heat Modelling for Diffusion-based Connectivity Retrieval
by: Goerttler, Stephan, et al.
Published: (2024)
by: Goerttler, Stephan, et al.
Published: (2024)
Passivity-Based Control of Electrographic Seizures in a Neural Mass Model of Epilepsy
by: Acharya, Gagan, et al.
Published: (2026)
by: Acharya, Gagan, et al.
Published: (2026)
DB-GNN: Dual-Branch Graph Neural Network with Multi-Level Contrastive Learning for Jointly Identifying Within- and Cross-Frequency Coupled Brain Networks
by: Wang, Xiang, et al.
Published: (2025)
by: Wang, Xiang, et al.
Published: (2025)
CATD: Unified Representation Learning for EEG-to-fMRI Cross-Modal Generation
by: Yao, Weiheng, et al.
Published: (2024)
by: Yao, Weiheng, et al.
Published: (2024)
Arbor-TVB: A Novel Multi-Scale Co-Simulation Framework with a Case Study on Neural-Level Seizure Generation and Whole-Brain Propagation
by: Hater, Thorsten, et al.
Published: (2025)
by: Hater, Thorsten, et al.
Published: (2025)
Analyzing Brain Activity During Learning Tasks with EEG and Machine Learning
by: Cho, Ryan, et al.
Published: (2024)
by: Cho, Ryan, et al.
Published: (2024)
LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface
by: Ding, Yi, et al.
Published: (2021)
by: Ding, Yi, et al.
Published: (2021)
NeuroCLIP: A Multimodal Contrastive Learning Method for rTMS-treated Methamphetamine Addiction Analysis
by: Wang, Chengkai, et al.
Published: (2025)
by: Wang, Chengkai, et al.
Published: (2025)
Intrinsic frequency distribution characterises neural dynamics
by: Fukuma, Ryohei, et al.
Published: (2025)
by: Fukuma, Ryohei, et al.
Published: (2025)
The Hydraulic Brain: Understanding as Constraint-Release Phase Transition in Whole-Body Resonance
by: Eldin, Ahmed Gamal
Published: (2025)
by: Eldin, Ahmed Gamal
Published: (2025)
Similar Items
-
Dual-Task Graph Neural Network for Joint Seizure Onset Zone Localization and Outcome Prediction using Stereo EEG
by: Amir, Syeda Abeera, et al.
Published: (2025) -
FAPEX: Fractional Amplitude-Phase Expressor for Robust Cross-Subject Seizure Prediction
by: Zheng, Ruizhe, et al.
Published: (2025) -
Graph-Based Deep Learning on Stereo EEG for Predicting Seizure Freedom in Epilepsy Patients
by: Agaronyan, Artur, et al.
Published: (2025) -
Stabilizing Fractional Dynamical Networks Suppresses Epileptic Seizures
by: Wang, Yaoyue, et al.
Published: (2025) -
PySeizure: A single machine learning classifier framework to detect seizures in diverse datasets
by: Chybowski, Bartlomiej, et al.
Published: (2025)