Hugging Face Trending Papers
CANDLE: Cortical Null-Space Decomposition for Noninvasive Brain Source Imaging
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arXiv Machine Learning
Oct 7
CANDLE: Cortical Null-Space Decomposition for Noninvasive Brain Source Imaging
arXiv:2610.07824v1 Announce Type: new Abstract: Electrophysiological source imaging (ESI) aims to estimate cortical source activity from noninvasive electrophysiological measurements such as electroe...
arXiv Machine Learning
Jul 28
Generative Augmentation for EEG Motor Imagery Classification: A Class-Conditional VAE with Cycle-Consistent Decoder Refinement
arXiv:2607. 22733v1 Announce Type: cross Abstract: We investigate whether a generative model can supply useful synthetic motor-imagery (MI) electroencephalography (EEG) trials that improve the accuracy of independent downstream classifiers.
arXiv AI
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Sensor Geometry as a Flow-Matching Prior for Multi-Channel Brain Signals
arXiv:2610.08355v1 Announce Type: cross Abstract: Flow-matching models start from an isotropic Gaussian source, the standard choice when the correlation structure of the data is unknown in advance. F...
arXiv Machine Learning
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Uncertainty calibration in Bayesian M/EEG source imaging
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arXiv Machine Learning
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PINR-ESI: Physics-Informed Self-Supervised Implicit Neural Representation Framework for EEG Extended-Source Imaging
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arXiv Machine Learning
Sep 15
Pretraining for Sample-Efficient Neural Interfaces
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