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
B.1
Classical field theory
B.2
Quantization
B.3
Interactions
B.4
Spinor field theory
B.5
Gauge theories
C
Supplementary Material for Chapter 10
D
Supplementary Material for Chapter 11
E
Supplementary Material for Chapter 16
Bibliography
⭠
⭢
Appendix B
Supplementary Material for Chapter 3
B.1
Classical field theory
B.2
Quantization
B.3
Interactions
B.4
Spinor field theory
B.5
Gauge theories
⭠
⭢
