Understanding and Improving Representational Robustness of Machine Learning Models

The fragility of modern machine learning models has drawn a considerable amount of attention from both academia and the public. In this thesis, we will do a systematic study on the understanding and improvement of several machine learning models, including smoothed models and generic representation...

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Bibliographic Details
Main Author: Ko, Ching-Yun
Other Authors: Daniel, Luca
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/156297

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