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Feature learning-based strategy identifies faults accurately by extracting features from small imbalanced data. Classifier design-based strategy achieves high diagnosis accuracy by constructing classifiers suitable for small imbalanced data. Finally, this paper points out the research challenges faced by SI-IFD and provides some directions that may bring breakthroughs, including meta-learning and zero-shot learning.Cochlear implantation has many complications; however, delayed facial palsy is relatively rare. In this re