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Author:

Wang, William

Title:

Semantic Image Retrieval via Graph Representation and Metric Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Semantic image retrieval
Image-to-image retrieval
Scene graph
Graph convolutional network
Metric learning
Deep learning

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Wang-Chien Lee, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member

Author:

Pang, Ren

Title:

Understanding and Mitigating Neural Backdoors

Graduate Program:

Informatics (PHD)

Keywords:

backdoor attack
deep learning
backdoor defense
AutoML
Neural Architecture Search

File:

Download main.pdf

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:

Wang, Zhilong

Title:

Deep Learning for Security-oriented Program Analysis

Graduate Program:

Informatics (PHD)

Keywords:

Deep Learning
Software Security
Program Analysis
Binary Analysis

File:

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Committee Members:

Jeffrey Bardzell, Program Head/Chair
Peng Liu, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Sencun Zhu, Outside Unit & Field Member
Amulya Yadav, Major Field Member

Author:

Shan, Chunrong

Title:

A study on Potential Misuse of Explainable AI against Face Recognition Systems

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Face Recognition
Explainable AI
SHAP value
CNN model
ReLU function
Softmax function

File:

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Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Weifan Chen, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Kim, Sun Hyoung

Title:

Practical Static Binary Analysis with Block Memory Model

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Static Analysis
Binary Analysis
Control Flow Graph
Pointer Analysis
Type Inference

File:

Download Sun_Hyoung_Kim_thesis_final.pdf

Committee Members:

G. Tan, Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Danfeng Zhang, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Zheng, Chunyue

Title:

deep neural networks and homotopy continuation methods

Graduate Program:

Mathematics (PHD)

Keywords:

deep neural network
linear finite element
bifurcation
homotopy continuation method
adaptive

File:

Download Dissertation.pdf

Committee Members:

Wenrui Hao, Chair & Dissertation Advisor
Xiantao Li, Major Field Member
Jinchao Xu, Major Field Member
Alexei Novikov, Professor in Charge/Director of Graduate Studies
Sencun Zhu, Outside Unit & Field Member

Author:

Huang, Guanjie

Title:

Deep Models for Detecting Sleep-Related Problems

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

deep learning
sleep stage classsification
sleep apnea detection
cross attention
evidential learning

File:

Download dissertation__Guanjie_11_4.pdf

Committee Members:

Sharon Huang, Major Field Member
Fenglong Ma, Chair & Dissertation Advisor
Sencun Zhu, Outside Unit & Field Member
Ting Wang, Major Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Hung, Hui Ju

Title:

Algorithms and models toward novel graph problems and applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Network intervention
optimization algorithms
social networks
graph optimization problem
network intervention
social network
reinforcement learning
transfer learning
node representation

File:

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Committee Members:

Sy-Miin Chow, Outside Unit & Field Member
Ting He, Major Field Member
Wang-Chien Lee, Co-Chair & Dissertation Advisor
Sencun Zhu, Major Field Member
Zhen Lei, Co-Chair of Committee
Chitaranjan Das, Program Head/Chair