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Author:

Dai, Enyan

Title:

Towards Trustworthy Graph Neural Networks

Graduate Program:

Informatics

Keywords:

Trustworthy
Graph Neural Networks
Robustness
Privacy
Fairness
Explainability

File:

Download Thesis__Trustworthy_Graph_Neural_Networks.pdf

Committee Members:

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

Author:

Pisztora, Vincent

Title:

Model Agnostic Regularization via Data Augmentation and Explainable Ensembles

Graduate Program:

Statistics

Keywords:

Machine Learning
Deep Learning
Data Augmentation
Semi-Supervised Learning
Explainability
Interpretability
XAI

File:

Download Dissertation_Pisztora_PSU.pdf

Committee Members:

David Hunter, Major Field Member
Sharon Huang, Outside Field Member
Daniel Kifer, Outside Unit & Field Member
Jia Li, Chair & Dissertation Advisor
Francesca Chiaromonte, Major Field Member
Runze Li, Professor in Charge/Director of Graduate Studies