Towards machine learning models robust to adversarial examples and backdoor attacks

In the past decade, machine learning spectacularly succeeded on many challenging benchmarks. However, are our machine learning models ready to leave this lab setting and be safely deployed in high-stakes real-world applications? In this thesis, we take steps towards making this vision a reality by d...

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Bibliographic Details
Main Author: Makelov, Aleksandar
Other Authors: Mądry, Aleksander
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/147387