Jiping Li

Do We Need All the Synthetic Data? Targeted Image Augmentation via Diffusion Models

Risk Phase Transitions in Spiked Regression: Alignment Driven Benign and Catastrophic Overfitting

Representations Shape Weak-to-Strong Generalization: Theoretical Insights and Empirical Predictions

Generalization for Least Squares Regression with Simple Spiked Covariances