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Author

Ruoyu Wu

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Preprint Aug 2026

MediSkill-Evo: Process-Constrained Self-Evolution for Evidence-Grounded Clinical Interaction

MediSkill-Evo is introduced, which self-evolves governed process knowledge without fine-tuning the backbone, and updates clinical, process, symbolic, and visual knowledge in four typed banks under type-specific validation and scope rules.

Ruoyu Wu, Shen-Fu Xie, Yin-Qian Sun et al. · 0 citations

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