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What Do EEG Foundation Models Capture from Human Brain Signals?

BACKGROUND
1 SIGNALFIRST DETECTED 13 May 2026
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25 Mar
HyFI: Hyperbolic Feature Interpolation for Brain-Vision Alignment

arXiv:2603.22721v1 Announce Type: new Abstract: Recent progress in artificial intelligence has encouraged numerous attempts to understand and decode human visual system from brain

REPORT · HOW · ArXiv CS.AIOPEN STORY
2 Oct
CortexBridge: Cortical Alignment of EEG Montages for Foundation Models

arXiv:2610.01124v1 Announce Type: new Abstract: Electroencephalography (EEG) foundation models are often pretrained with a fixed channel vocabulary or a limited set of montages,

REPORT · WHEN · ArXiv CS.AIOPEN STORY
27 Mar
Fusion Learning from Dynamic Functional Connectivity: Combining the Amplitude and Phase of fMRI Signals to Identify Brain Disorders

arXiv:2603.24603v1 Announce Type: cross Abstract: Dynamic functional connectivity (dFC) derived from resting-state functional magnetic resonance imaging (fMRI) has been

REPORT · HOW · ArXiv CS.AIOPEN STORY
16 Sept
MANAS-2: Constrained Reconstruction for EEG Foundation Models

arXiv:2609.13717v2 Announce Type: new Abstract: Masked reconstruction is widely used for EEG foundation models, but optimizing reconstruction on low-SNR waveforms does not

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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