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cs.LG2024
Calibrating for the Future:Enhancing Calorimeter Longevity with Deep Learning
S. Ali, A. S. Ryzhikov, D. A. Derkach +2
In the realm of high-energy physics, the longevity of calorimeters is paramount. Our research introduces a deep learning strategy to refine the calibration process of calorimeters…
cs.LG2024
Global Optimisation of Black-Box Functions with Generative Models in the Wasserstein Space
Tigran Ramazyan, Mikhail Hushchyn, Denis Derkach
We propose a new uncertainty estimator for gradient-free optimisation of black-box simulators using deep generative surrogate models. Optimisation of these simulators is especially…