- REVE: A Foundation Model for EEG - Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects
Yassine El Ouahidi, Jonathan Lys, Philipp Thölke, Nicolas Farrugia, B. Pasdeloup, Vincent Gripon, Karim Jerbi, Giulia Lioi · 2025 · ArXiv
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- BrainWave: A Brain Signal Foundation Model for Clinical Applications
Zhizhang Yuan, Fanqi Shen, Meng Li, Yuguo Yu, C. Tan, Yang Yang · 2024 · n/a
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- A resting-state EEG dataset for sleep deprivation
Chuqin Xiang, Xinrui Fan, Duo Bai, Ke Lv, Xu Lei · 2024 · Scientific Data
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- EEG foundation models: a critical review of current progress and future directions
Gayal Kuruppu, Neeraj Wagh, Václav Křemen, Yogatheesan Varatharajah · 2026 · Journal of Neural Engineering
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- The More, the Better? Evaluating the Role of EEG Preprocessing for Deep Learning Applications
Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Manfredo Atzori · 2025 · IEEE Transactions on Neural Systems and Rehabilitation Engineering
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- A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives
Junhong Lai, Jiyu Wei, Lin Yao, Yueming Wang · 2025 · ArXiv
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- Impact of sleep deprivation on aperiodic activity: a resting-state EEG study
Duo Bai, Jingyi Hu, Simon Theodor Jülich, Xu Lei · 2024 · Journal of Neurophysiology
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- Alteration in neural oscillatory activity and phase‐amplitude coupling after sleep deprivation: Evidence for impairment and compensation effects
Zehui Liu, Yuqi Zhou, Chao Hao, Ning Ma · 2024 · Journal of Sleep Research
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Jiahe Li, Xin Chen, Fanqi Shen, Junru Chen, Yuxin Liu, Daoze Zhang, Zhizhang Yuan, Fang Zhao, Meng Li, Yang Yang · 2025 · IEEE Reviews in Biomedical Engineering
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- An Interpretable Contrastive Learning Transformer for EEG-Based Person Identification
Xinghan Shao, C. Chang, John Q. Gan, Haixian Wang · 2025 · IEEE Transactions on Information Forensics and Security
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Kavita Rawat, Trapti Sharma · 2024 · Biomedical Signal Processing and Control
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- A normative model–based assessment framework for large-scale, multi-site EEG data
Qiwei Dong, Yuxi Zhou, Xiaoyu Xiong, Pengyu Liu, Jianfu Li, Cheng Luo, Diankun Gong, Li Dong, Dezhong Yao · 2025 · Brain Research Bulletin
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- Melatonin Pattern: A New Method for Machine Learning-Based Classification of Sleep Deprivation
Nursena Bayğın · 2025 · Diagnostics
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- Investigating the Effects of Sleep Conditions on Emotion Responses with EEG Signals and Eye Movements
Ziyi Li, Le-Yan Tao, Rui-Xiao Ma, Wei‐Long Zheng, Bao‐Liang Lu · 2025 · IEEE Transactions on Affective Computing
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- Brain4FMs: A Benchmark of Foundation Models for Electrical Brain Signal
Fanqi Shen, En-Hui Yang, Jiahe Li, Jun Hong, Xiaoran Pan, Zhizhang Yuan, Meng Li, Yang Yang · 2026 · ArXiv
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- Introducing a Novel Fast Neighbourhood Component Analysis–Deep Neural Network Model for Enhanced Driver Drowsiness Detection
Sama Hussein Al-Gburi, Kanar Alaa Al-Sammak, Ion Marghescu, Claudia Cristina Oprea, Ana–Maria Drăgulinescu, George Suciu, Khattab M. Ali Alheeti, Nayef Abdulwahab Mohammed Alduais, Nawar Alaa Hussein Al-Sammak · 2025 · Big Data and Cognitive Computing
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- SingLEM: Single-Channel Large EEG Model
Jamiyan Sukhbaatar, S. Imamura, Ibuki Inoue, Shoya Murakami, Kazi Mahmudul Hassan, Seungwoo Han, Ingon Chanpornpakdi, Toshihisa Tanaka · 2025 · ArXiv
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- Altering Temporal Dynamics of Sleepiness and Mood During Sleep Deprivation: Evidence from Resting-State EEG Microstates
Duo Bai, Xinrui Fan, Chuqin Xiang, Xu Lei · 2025 · Brain Sciences
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- Sleep deprivation alters utilization of negative feedback in risky decision-making
Wenhao Xu, Lubin Wang, Yang Liu, Yuyang Zhu, Pinhong Chen · 2024 · Frontiers in Psychiatry
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- EEG Data Quality in Large-Scale Field Studies in India and Tanzania
John‐Mary Vianney, Shailender Swaminathan, Jennifer Jane Newson, Dhanya Parameshwaran, Narayan Puthanmadam Subramaniyam, Swaeta Singha Roy, Revocatus L. Machunda, Achiwa Sapuli, Santanu Pramanik, John Victor Arun Kumar, Pramod Tiwari, G Nelson Mathews Mathuram, Laurent Boniface Bembeleza, Joyce Philemon Laiser, Winifrida Julius Luhwago, Theresia Maduka, John Olais Mollel, N.M. Mollel, Adella Aloys Mugizi, Isaac Lwaga Mwamakula, Raymond Edwin Rweyemamu, Upendo Firimini Samweli, James Isaac Simpito, Kelvin Ewald Shirima, Anand Anbalagan, Suresh Kumar Arumugam, Vinitha Dhanapal, Kanimozhi Gunasekaran, Neelu Kashyap, Dheeraj Kumar, Durgesh Pandey, Poonam R. Pandey, ArunKumar Panneerselvam, Sonam Rai, Porselvi Rajendran, Santhoshkumar Sekar, Oliazhagan Sivalingam, Prahalad Soni, Pushpkala Soni, Tara C. Thiagarajan · 2025 · eNeuro
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- Improving Sleep Health Through Data-Driven Machine Learning Insights
Ananya Kapoor, Priyanka Suyal, Rakhi Bhardwaj, Kamal Kumar Gola, Mohit Kumar, Aman Verma · 2025 · 2025 3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC)
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- A multimodal drowsiness dataset using video, biometric, and behavioral data
Morteza Bodaghi, Majid Hosseini, Raju Gottumukkala, Ravi Teja Bhupatiraju, Iftikhar Ahmad, Moncef Gabbouj · 2026 · Scientific Data
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- An EEG-based machine learning framework for diagnosing acute sleep deprivation
Daya Kumar, Apurva Narayan, Saptharishi Lalgudi Ganesan · 2025 · Frontiers in Physiology
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- Dynamic neural activity and vigilance impairment during prolonged wakefulness: A resting-state EEG study
Zhi He, Chuyao Zhang, Tian Xie, Ning Ma · 2025 · Biological Psychology
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- From high-dimensional EEG to robust sleep deprivation detection via optimal feature selection and ensemble learning
Sheharyar Khan, Sadam Hussain Noorani, Aasim Raheel, Aamir Arsalan, Syed Rizwan Hassan · 2026 · Biomedical Signal Processing and Control
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- Laya: A LeJEPA Approach to EEG via Latent Prediction over Reconstruction
S. Panchavati, Uddhav Panchavati, Corey W. Arnold, W. Speier · 2026 · ArXiv
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- EEG-MedRAG: Enhancing EEG-based Clinical Decision-Making via Hierarchical Hypergraph Retrieval-Augmented Generation
Yi Wang, Haoran Luo, Lu Meng · 2025 · ArXiv
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- Aperiodic components of resting-state EEG/MEG: Analysis procedures, application advances and future prospects
Jingyi Hu, Duo Bai, Xu Lei · 2025 · Advances in Psychological Science
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- Evaluating Electroencephalogram-Based Predictive Model for Drowsiness Measurement to Reduce Accident Risk in Active Individuals: Protocol for a Preliminary Monocentric Study
Chloe Boitard, Zoé Mazurie, Khadijeh Sadatnejad, Julien Coelho, Patricia Sagaspe, Julie Lenoir, Julien Mattei, Pierre Berthomier, Marie Brandewinder, Pierre Philip, Jean‐Arthur Micoulaud Franchi, Christian Berthomier, Jacques Taillard · 2026 · JMIR Research Protocols
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- Examining clinical symptoms in schizophrenia based on visual-spatial working memory and resting-state EEG
Yajing Si, Yunmeng Bai, Bingke Liu, Jiaxin Wang, Simin Cai, Wenjing Zhong, Haiqi Zheng, Nan Zhao, Jicheng Liu, Hongxing Zhang · 2025 · Brain Research Bulletin
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- Multi-band EEG Feature Optimization for Sleep Deprivation Classification
Syeda Hina Gillani, Shcharyar Khan, Sadam Hussain Noorani, Aamir Arsalan, Sanay Muhammad Umar Saeed, Muhammad Tariq Javed · 2026 · 2026 International Conference on Data Science, Machine Learning, and Intelligence (DataSciMI)
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- Quantum machine learning for detection of sleep deprivation from EEG signals
Priyanshu Sarma-Sarkar, Rajkumar Saini, Partha Pratim Roy · 2026 · bioRxiv
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- The Identity Trap in EEG Foundation Models: A Diagnostic Audit
Junye Lin, Ying Choon Wu, Tzyy-Ping Jung · 2026 · n/a
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- Fatigue EEG Classification Study Based on Convolutionally Constrained Boltzmann Machine
Xiaoran Dong, Yahan Gao · 2025 · Academic Journal of Science and Technology
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- Foundation Models for Brain Signals: A Critical Review of Current Progress and Future Directions
Gayal Kuruppu, Neeraj Wagh, Y. Varatharajah · n/a
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- Real-Time BCI-Generated Ethnic-Inspired Music Based on Orff Principles: Effects on Relaxation and Potential Support for Language Development in Children with Autism Spectrum Disorder
Miao Wang, Yi Shen, Hsianghoo Steve Ching · 2026 · Research Square
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- The more, the better? Evaluating the role of EEG preprocessing for deep learning applications
Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Manfredo Atzori · 2024 · arXiv (Cornell University)
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- The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study
Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Livio Finos, Manfredo Atzori · 2025 · arXiv (Cornell University)
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- The Relational Foundation V2
Daniel O'Keeffe · 2026 · Zenodo (CERN European Organization for Nuclear Research)
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- The Relational Foundation V2
Daniel O'Keeffe · 2026 · Zenodo (CERN European Organization for Nuclear Research)
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- Scalp EEG reveals functional dissociable aperiodic timescales in divergence of mental health
Yuhan Lu, Hangze Mao, Xing Tian · 2026 · medRxiv
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