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We propose a way to simulate Cherenkov detector response using a generative adversarial neural network to bypass low-level details.
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J. Hardin, M. Williams, FastDIRC: a fast Monte Carlo and reconstruction algorithm for DIRC detectors, JINST 11 (10) (2016) P10007 · 2016
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M. Paganini, L. de Oliveira, B. Nachman, Accelerating Science with Generative Adversarial Networks: An Application to 3D Particle Showers in Multilayer Calorimeters, Phys. Rev. Lett. 120 (4) (2018) 042003 · 2018
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