Alternative Jet Distributions

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

D.3 Alternative Jet Distributions

Distributions of particle- and jet-level features from the true and distorted jets as described in Section 11.3 are shown in Figure D.5.

Figure D.5. The probability, in arbitrary units (A.U.), of the particle $p_{T}^{rel}$ , a sample $d = 3$ EFP, and a sample $d = 4$ EFP for truth and distorted gluon jet distributions. On the left are distribution-level distortions, and on the right particle-level.

Figure D.5. The probability, in arbitrary units (A.U.), of the particle $p_{T}^{rel}$ , a sample $d = 3$ EFP, and a sample $d = 4$ EFP for truth and distorted gluon jet distributions. On the left are distribution-level distortions, and on the right particle-level.

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