Beyond Real Data: Synthetic Data through the Lens of Regularization

Amitis Shidani, Tyler Farghly, Yang Sun +2

Synthetic data can improve generalization when real data is scarce, but excessive reliance may introduce distributional mismatches that degrade performance. In this paper, we prese…