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EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs

17 February 2024

Navid Mohammadi Foumani

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Papers citing "EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs"

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Title
SAMBA: Toward a Long-Context EEG Foundation Model via Spatial Embedding and Differential Mamba Jiazhen Hong G. Mackellar Soheila Ghane Mamba 92 0 0 23 Nov 2025
LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis Berkay Döner T. Ingolfsson Luca Benini Yawei Li 71 2 0 25 Oct 2025
REVE: A Foundation Model for EEG -- Adapting to Any Setup with Large-Scale Pretraining on 25,000 Subjects Yassine El Ouahidi Jonathan Lys Philipp Tholke Nicolas Farrugia Bastien Pasdeloup Vincent Gripon Karim Jerbi G. Lioi AI4TS VLM 98 0 0 24 Oct 2025
EEGDM: Learning EEG Representation with Latent Diffusion Model Shaocong Wang T. Liu Ming Li Minjing Yu Yong Liu DiffM 56 0 0 28 Aug 2025
EEG-FM-Bench: A Comprehensive Benchmark for the Systematic Evaluation of EEG Foundation Models Wei Xiong Jiangtong Li Jie Li Kun Zhu 64 2 0 25 Aug 2025
CRIA: A Cross-View Interaction and Instance-Adapted Pre-training Framework for Generalizable EEG Representations Puchun Liu Cheng Chen Yubin He Tong Zhang 106 1 0 19 Jun 2025
DIVER-0 : A Fully Channel Equivariant EEG Foundation Model Danny Dongyeop Han Ahhyun Lucy Lee Taeyang Lee Yonghyeon Gwon Sebin Lee Seongjin Lee David K. Park Shinjae Yoo Jiook Cha Chun Kee Chung 53 0 0 13 Jun 2025
ALFEE: Adaptive Large Foundation Model for EEG Representation Wei Xiong Junming Lin Jiangtong Li Jie Li Changjun Jiang 230 2 0 07 May 2025
KnowEEG: Explainable Knowledge Driven EEG Classification A. Sahota Navid Mohammadi Foumani Raúl Santos-Rodríguez Zahraa S Abdallah 135 0 0 01 May 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 342 1 0 14 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 216 2 0 13 Mar 2025
An Efficient Self-Supervised Framework for Long-Sequence EEG Modeling Jiazhen Hong G. Mackellar Soheila Ghane Mamba 354 2 0 25 Feb 2025
Tokenizing Single-Channel EEG with Time-Frequency Motif Learning Jathurshan Pradeepkumar Xihao Piao Zheng Chen Jimeng Sun 402 4 0 22 Feb 2025
LEAD: Large Foundation Model for EEG-Based Alzheimer's Disease Detection Yihe Wang Nan Huang Nadia Mammone Marco Cecchi Xiang Zhang 341 7 0 02 Feb 2025
CiTrus: Squeezing Extra Performance out of Low-data Bio-signal Transfer LearningAAAI Conference on Artificial Intelligence (AAAI), 2024 Eloy Geenjaar Lie Lu 345 1 0 16 Dec 2024
Graph Adapter of EEG Foundation Models for Parameter Efficient Fine Tuning Toyotaro Suzumura Toyotaro Suzumura Shotaro Akahori AI4MH 398 1 0 25 Nov 2024
Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signalsNeural Information Processing Systems (NeurIPS), 2024 Hui Zheng Haiteng Wang Wei-Bang Jiang Zhongtao Chen Li He Pei-Yang Lin Peng-Hu Wei Guo-Guang Zhao Yun-Zhe Liu 157 6 0 19 May 2024
Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and RecommendationsJournal of Neural Engineering (J. Neural Eng.), 2024 Pierre Guetschel Sara Ahmadi Michael Tangermann 276 5 0 17 May 2024
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention Pierre Guetschel Thomas Moreau Michael Tangermann 167 14 0 18 Mar 2024
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Hamid Rezatofighi Mahsa Salehi SSL AI4TS 262 12 0 07 Dec 2023