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Author:

Zhang, Kaixuan

Title:

A Representation-based Approach to Connect Regular Grammar and Deep Learning

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Leaning
Regular Grammar
Adversarial Machine Learning
Model Extraction
Topological Analysis

File:

Download KZ_thesis.pdf

Committee Members:

C Lee Giles, Chair & Dissertation Advisor
Shomir Wilson, Major Field Member
Daniel Kifer, Outside Unit & Field Member
Kenneth Huang, Major Field Member
Mary Beth Rosson, Program Head/Chair

Author:

Liu, Lu

Title:

Understanding the dynamical patterns and hot streaks for creative careers

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

the science of science
hot streaks
creative careers
exploration and exploitation

File:

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Committee Members:

David Hunter, Outside Unit & Field Member
Sarah Rajtmajer, Major Field Member
C Lee Giles, Chair & Dissertation Advisor
Dashun Wang, Special Member
Mary Beth Rosson, Program Head/Chair
Kenneth Huang, Major Field Member

Author:

Mali, Ankur Arjun

Title:

Theoretically deriving computational limits of Artificial Neural Networks with bounded precision and time

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Turing machine
automata theory
deep neural networks
formal language
recurrent neural network
artificial neural networks
theoretical limits
grammatical inference
state machines
memory augmented neural networks
language modelling

File:

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Committee Members:

C Lee Giles, Chair & Dissertation Advisor
Alexander Ororbia, Special Member
Daniel Kifer, Outside Unit & Field Member
Kenneth Huang, Major Field Member
Mary Beth Rosson, Program Head/Chair
Sharon Huang, Major Field Member

Author:

Shen, Hua

Title:

Towards Useful AI Interpretability for Humans via Interactive AI Explanations

Graduate Program:

Informatics (PHD)

Keywords:

Interactive AI Explanations
Conversational AI Explanations
Human-centered Explainable AI
XAI Human Evaluation
Useful AI Explanations
XAI Usefulness

File:

Download HuaShen_PhD_Thesis.pdf

Committee Members:

Jeffrey Bardzell, Program Head/Chair
C Lee Giles, Major Field Member
Sherry Tongshuang Wu, Special Member
Kenneth Huang, Chair & Dissertation Advisor
Mary Beth Rosson, Major Field Member
S. Shyam Sundar, Outside Unit & Field Member