Explicit Regularization for Overparameterized Models

In many learning problems, it is desirable to incorporate explicit regularization in the objective to avoid overfitting the data. Typically, the regularized objective is solved via weight decay. However, optimizing with weight decay can be challenging because we cannot tell if the solution has reach...

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Bibliographic Details
Main Author: Huang, Tiffany Y.
Other Authors: Azizan, Navid
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/151314