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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Lei Zhang

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#artificial intelligence Preprint Sep 2026

Separating Diagnosis from Disease Representation: Dual-View EEG Learning with Neural-Dynamics-Guided Deformation

Electroencephalography (EEG)-based closed-loop neuromodulation calls for a subject-specific structured state, as opposed to a single disease probability, specifying which brain regions are deviant, at which frequencies, and at which lags. Sensor-space models keep the strongest diagnostic evidence without anatomy, sourc...

Jia-Ying Wang, Shou-Qian Shi, Yu-Tong Chen et al. · 0 citations
Jul 2026

UG-FPR: uncertainty-guided feature perturbation and refinement for medical foundation models

A layer-wise uncertainty-guided feature perturbation and refinement framework that operates directly in representation space and can be seamlessly integrated into pretrained transformer encoders is proposed, validating the effectiveness of uncertainty-guided representation diffusion for medical visual understanding.

Xin Sun, Sheng-Nan Zou, Xin-Chun Wu et al. · 0 citations

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