During that time, I dedicated my research to developing a Unified Data Adaptation Framework for Neural Networks, with a particular focus on low-resource neural adaptation. In my dissertation, I delved into the adaptation of deep learning models for a range of applications, including histopathological images, eye tracking models, autism behavior analyses, and database optimization.