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Transformer model explanations diverge significantly under diagnostic uncertainty, highlighting the critical need for multi-method auditing and careful ontology selection in high-stakes medical classification.
Generative data augmentation can dramatically enhance aircraft detection in nanosatellite surveillance, boosting minority class performance by over 18% in F1 score.
