AI RESEARCH

Improving Machine Learning Performance with Synthetic Augmentation

arXiv CS.AI

ArXi:2604.14498v1 Announce Type: new Synthetic augmentation is increasingly used to mitigate data scarcity in financial machine learning, yet its statistical role remains poorly understood. We formalize synthetic augmentation as a modification of the effective