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20242026
most citedReducing Overtreatment of Indeterminate Thyroid Nodules Using a Multimodal Deep Learning Model

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cs.LG2026

Laya: A LeJEPA Approach to EEG via Latent Prediction over Reconstruction

Saarang Panchavati, Uddhav Panchavati, Hiroki Nariai +2

Electroencephalography (EEG) is a widely used tool for studying brain function, with applications in clinical neuroscience, diagnosis, and brain-computer interfaces (BCIs). Recent…

cs.LG2025

Mentality: A Mamba-based Approach towards Foundation Models for EEG

Saarang Panchavati, Corey Arnold, William Speier

This work explores the potential of foundation models, specifically a Mamba-based selective state space model, for enhancing EEG analysis in neurological disorder diagnosis. EEG, c…