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Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

Author:

Yu, Yin

Title:

Physics-Informed Data-driven Modeling of Complex Networked Systems through Graph Neural Networks

Graduate Program:

Aerospace Engineering

Keywords:

Graph Neural Network
Geometric Deep Learning
Dynamical System
Networked System
System Modeling

File:

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Committee Members:

Amy Pritchett, Program Head/Chair
Suhang Wang, Outside Unit Member
Yan Li, Outside Field Member
Puneet Singla, Major Field Member
Daning Huang, Chair & Dissertation Advisor

Author:

Zhao, Tianxiang

Title:

Deep Learning for Structured Data: Weak Supervision and Interpretability

Graduate Program:

Informatics

Keywords:

Weak Supervision
Graph Neural Network
Data Mining
Machine Learning
Sequential Decision Process

File:

Download Dissertation_Exam_Tianxiang__3_.pdf

Committee Members:

Dongwon Lee, Professor in Charge/Director of Graduate Studies
Sharon Huang, Major Field Member
Xiang Zhang, Co-Chair & Dissertation Advisor
Suhang Wang, Co-Chair & Dissertation Advisor
Wang-Chien Lee, Outside Unit & Field Member
Vasant Honavar, Major Field Member