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Author:

Pang, Ren

Title:

Understanding and Mitigating Neural Backdoors

Graduate Program:

Informatics

Keywords:

backdoor attack
deep learning
backdoor defense
AutoML
Neural Architecture Search

File:

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Committee Members:

Xiang Zhang, Major Field Member
Fenglong Ma, Major Field Member
Ting Wang, Chair & Dissertation Advisor
Sencun Zhu, Outside Unit & Field Member
Dongwon Lee, Professor in Charge/Director of Graduate Studies

Author:

Zhang, Shaokun

Title:

Lexicographic Hyperparameter Optimization and its Applications

Graduate Program:

Informatics

Keywords:

Hyperparameter optimization
temporal distribution shifts
AutoML

File:

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Committee Members:

Qingyun Wu, Thesis Advisor/Co-Advisor
Jinghui Chen, Committee Member
Jeffrey Bardzell, Program Head/Chair
Lu Lin, Committee Member

Author:

Lee, Chonghan

Title:

Resource Constrained Transformer Architectures

Graduate Program:

Computer Science and Engineering

Keywords:

AutoML
Transformer
HW-SW Codesign
NLP
Computer Vision
NAS
PIM

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Vijaykrishnan Narayanan, Chair & Dissertation Advisor
Guoray Cai, Outside Unit & Field Member
Ting He, Major Field Member
John Sampson, Major Field Member