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Author:

Papernot, Nicolas

Title:

Characterizing the Limits and Defenses of Machine Learning in Adversarial Settings

Graduate Program:

Computer Science and Engineering

Keywords:

computer security
machine learning
adversarial examples

File:

Download Papernot_PhD_final.pdf

Committee Members:

Patrick D. McDaniel, Dissertation Advisor/Co-Advisor
Patrick D. McDaniel, Committee Chair/Co-Chair
Trent Jaeger, Committee Member
Thomas F. La Porta, Committee Member
Aleksandra B. Skavkovic, Outside Member
Dan Boneh, Special Member
Ian J. Goodfellow, Special Member

Author:

Wang, Hang

Title:

Defense against test-time evasion attacks and backdoor attacks

Graduate Program:

Electrical Engineering

Keywords:

adversarial machine learning
backdoor attack
Trojan
maximum margin
adversarial examples
GANs
activation clipping

File:

Download Hang-Wang-Dissertation-final.pdf

Committee Members:

Madhavan Swaminathan, Program Head/Chair
George Kesidis, Co-Chair & Dissertation Advisor
Constantino Lagoa, Major Field Member
David Miller, Co-Chair, Major Member & Dissertation Advisor
Jia Li, Outside Unit & Field Member
Vishal Monga, Major Field Member