End-to-End Optimal Detector Design with Mutual Information Surrogates

Kinga Anna Wozniak, Stephen Mulligan, Jan Kieseler +3

We introduce a novel approach for end-to-end black-box optimization of high energy physics (HEP) detectors using local deep learning (DL) surrogates. These surrogates approximate a…