Semantically-guided dual-branch prototypical network with dynamic margin for few-shot industrial fault diagnosis. - Hang Ruan; Jian Huang 013; Jianbo Yu 002; Wenwen Liao; Wenchao Zhuo; Zhi Li 039; Xiaofeng Yang (Neurocomputing, 2026)