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Flexible Spectral-Normalized Neural Gaussian Process for Dynamic Aperture Prediction

El-Bachir, Yousra et al.
arXiv (All) · Papers
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37m10accelerator-physicsmachine-learning
We address the challenge of scalable uncertainty quantification in large-scale scientific applications, where complex state-of-the-art machine learning methods are often computationally infeasible. Our primary contribution is a simple yet effective empirical Bayes method for automatically tuning the
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