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1 day ago nbsp 0183 32 The 2025 EEG Foundation Challenge From Cross Task to Cross Subject EEG Decoding is a biosignal challenge accepted to the NeurIPS 2025 Competition Track This Nov 29, 2024 · To address this limitation, we propose Graph-Enhanced EEG Foundation Model (GEFM), a novel foundation model for EEG that integrates both temporal and inter-channel …

The current electroencephalogram EEG based deep learning models are typically designed for specific datasets and applications in brain computer interaction BCI limiting the scale of the Jul 16, 2025 · This study introduces EEGMamba, an EEG foundation model with implications for advancing generalizable EEG decoding, pioneering foundation models in EEG, broadening …

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Feb 11 2025 nbsp 0183 32 Extensive evaluations demonstrate that LCM outperforms state of the art approaches across multiple EEG benchmarks exhibiting strong cross subject and cross task A better understanding of ElectroEncephaloGraphy (EEG) and ElectroCorticoGram (ECoG) signals would get us closer to comprehending brain functionality, creating new avenues for …

Mar 25 2025 nbsp 0183 32 With my expertise in signal processing machine learning and AI model explainability I am eager to contribute to the Open Source Framework for Advanced EEG Data Dec 10, 2024 · Electroencephalography (EEG) is a non-invasive technique to measure and record brain electrical activity, widely used in various BCI and healthcare applications. Early EEG …