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1. Defense of Backdoor Attacks against Deep Neural Network Classifiers

open_access
Open Access
Author:
Xiang, Zhen
Title:
Defense of Backdoor Attacks against Deep Neural Network Classifiers
Graduate Program:
Electrical Engineering
Keywords:
adversarial machine learning
backdoor attack
Trojan
backdoor defense
anomaly detection
point cloud
reverse-engineering
File:
Download dissertation_2.1.pdf
Committee Members:
George Kesidis, Major Field Member
Constantino Lagoa, Major Field Member
David Miller, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Kultegin Aydin, Program Head/Chair

2. Defense against test-time evasion attacks and backdoor attacks

open_access
Open Access
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