Author

Sha Zhao

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Review Open access Sep 2026

EEG Biomarkers for Affective Disorders Diagnosis: An Evaluation and Validation Study

Electroencephalography (EEG) provides real‐time, dynamic insights into brain function, making it a valuable tool for the screening, diagnosis, and treatment of affective disorders. The use of EEG‐derived features as biomarkers for affective disorder diagnosis has attracted growing attention. In this work, we introduce...

Sha Zhao, Yi-Tian Liu, Jiquan Wang et al. · Human Brain Mapping · 0 citations

#artificial intelligence Preprint Aug 2026

BrainBench: Benchmarking Large Language Models for Comprehensive EEG Understanding

A unified benchmark for comprehensive, instruction-conditioned EEG understanding is introduced and results vary substantially across models, subsets, difficulty levels, and execution paradigms, showing that EEG competence depends on the model and its operationalization.

Yangxuan Zhou, Yu-Ning Chen, Chentian Wu et al. · 0 citations