AI RESEARCH
Improving Machine Learning Performance with Synthetic Augmentation
arXiv CS.AI
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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