Ctrl-GenAug is a generative augmentation framework designed to improve medical sequence classification.It addresses the limitations of existing generative augmentation methods in the medical field.Ctrl-GenAug provides highly customizable and sequential synthesis of medical sequences.It includes a noise filter to ensure the quality and reliability of synthetic data.