Front matter
Abstract of the Dissertation
Introduction
I
Theoretical Background
II
Experimental Background
III
AI/ML and Statistics Background
IV
Accelerating Simulations with AI
V
Searches for High Energy Higgs Boson Pairs
VI
AI for Jets
VII
Appendix
A
Supplementary Material for Chapter 2
B
Supplementary Material for Chapter 3
C
Supplementary Material for Chapter 10
C.1
MPGANs
C.2
GAPTs
D
Supplementary Material for Chapter 11
E
Supplementary Material for Chapter 16
Bibliography
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Appendix C
Supplementary Material for Chapter 10
C.1
MPGANs
C.2
GAPTs
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