Showing stat.MLShow all
2 papers · 1 filter
stat.ML2025
On the Mechanisms of Weak-to-Strong Generalization: A Theoretical Perspective
Behrad Moniri, Hamed Hassani
Weak-to-strong generalization, where a student model trained on imperfect labels generated by a weaker teacher nonetheless surpasses that teacher, has been widely observed but the…
stat.ML2024
Asymptotics of Linear Regression with Linearly Dependent Data
Behrad Moniri, Hamed Hassani
In this paper we study the asymptotics of linear regression in settings with non-Gaussian covariates where the covariates exhibit a linear dependency structure, departing from the…