The content delves into the challenges of simulating ultra-high granularity detector responses in particle physics, focusing on the Pixel Vertex Detector (PXD) at the Belle II experiment. It introduces innovative generative models like IEA-GAN and YonedaVAE to address simulation challenges and achieve unprecedented precision in detector simulations. The structure includes an introduction, detailed chapters on Belle II experiment, machine learning tools, taxonomy of generative models, PXD background generation with novel models, real data simulation with Yoneda perspective, evaluation results, and a summary and outlook.
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by Baran Hashem... at arxiv.org 03-22-2024
https://arxiv.org/pdf/2403.13825.pdfDeeper Inquiries