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Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

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