Front matter
Abstract of the Dissertation
Introduction
I
Theoretical Background
II
Experimental Background
III
AI/ML and Statistics Background
IV
Accelerating Simulations with AI
9
Introduction and the JetNet Dataset
10
Generative models for fast particle-cloud simulations
10.1
Message passing GANs
10.2
Generative adversarial particle transformers
11
Validating and comparing fast simulations
12
Conclusion and impact
V
Searches for High Energy Higgs Boson Pairs
VI
AI for Jets
VII
Appendix
Bibliography
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Chapter 10
Generative models for fast particle-cloud simulations
10.1
Message passing GANs
10.2
Generative adversarial particle transformers
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