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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jinghua Yu

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Open access Aug 2026

A monotonic multi-expert Vision Transformer for clinically reliable chest X-ray classification

Overall, the proposed QMIX-ViT framework provides a structured approach for multi-class chest X-ray classification under heterogeneous data conditions and suggests that disease-group expert decomposition and monotonic fusion can reduce inter-class interference and improve decision-level stability.

Xiang Wu, Yogesh H. Bhosale, H. Muhammad et al. · 0 citations

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