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H. Byeon

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Review Open access Sep 2026

Asssociation between occupational stress, work arrangements, and depression in men

Background: Men may be particularly vulnerable to cumulative occupational stress because of breadwinner expectations, employment in high-risk industries, night work, and delayed help-seeking. However, evidence linking occupational stress and nonstandard work arrangements to depression in men remains inconsistent becaus...

H. Byeon · 0 citations
Review Open access Jul 2026

Artificial intelligence for early diagnosis of mild cognitive impairment: A scoping review comparing diagnostic accuracy with physician performance

Artificial intelligence approaches for early diagnosis of MCI appear promising and may support or enhance physician performance in selected settings, but widespread clinical adoption requires prospective validation, standardized physician benchmarking, and rigorous evaluation in real-world clinical environments.

H. Byeon · 0 citations
Open access Aug 2026

Post-quantum ready multimodal federated learning for adaptive threat defence

Experiments show PQ-FedCMCA outperforms state-of-the-art FL methods in cross-modal retrieval and classification tasks while enhancing post-quantum-aware privacy preservation and robustness.

H. Byeon, Mukesh Soni, A. Zaidi et al. · 0 citations

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