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
D
Supplementary Material for Chapter 11
D.1
Further Discussion on IPMs vs.
f
-Divergences
D.2
Further Discussion on Gaussian Dataset Experiments
D.3
Alternative Jet Distributions
E
Supplementary Material for Chapter 16
Bibliography
⭠
⭢
Appendix D
Supplementary Material for Chapter 11
D.1
Further Discussion on IPMs vs.
f
-Divergences
D.2
Further Discussion on Gaussian Dataset Experiments
D.3
Alternative Jet Distributions
⭠
⭢