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cs.LG2024
Provable Weak-to-Strong Generalization via Benign Overfitting
David X. Wu, Anant Sahai
The classic teacher-student model in machine learning posits that a strong teacher supervises a weak student to improve the student's capabilities. We instead consider the inverted…
cs.LG2023★ 1 cited
Precise Asymptotic Generalization for Multiclass Classification with Overparameterized Linear Models
David X. Wu, Anant Sahai
We study the asymptotic generalization of an overparameterized linear model for multiclass classification under the Gaussian covariates bi-level model introduced in Subramanian et…