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Noise-robust temporal-spectral fusion transformers for EEG-based cognitive state classification in aviation environments

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Attention-related Pilot Performance Decrements (APPD) contribute substantially to aviation incidents, yet existing electroencephalography (EEG)-based monitoring methods often lack generalization, robustness to noise, and effective temporal-spectral integration... ...