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Start Over Committee Member C Lee Giles Committee Member Daniel Kifer Committee Member Mary Beth Rosson

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

open_access
Open Access
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

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

restricted_to_institution
Restricted (Penn State Only)
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