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physics.data-an2022★ 2 cited
Quantum computing for data analysis in high energy physics
Andrea Delgado, Kathleen E. Hamilton, Prasanna Date +22
Some of the biggest achievements of the modern era of particle physics, such as the discovery of the Higgs boson, have been made possible by the tremendous effort in building and o…
physics.data-an2021★ 7 cited
Neural Conditional Reweighting
Benjamin Nachman, Jesse Thaler
There is a growing use of neural network classifiers as unbinned, high-dimensional (and variable-dimensional) reweighting functions. To date, the focus has been on marginal reweigh…
physics.data-an2021★ 42 cited
E Pluribus Unum Ex Machina: Learning from Many Collider Events at Once
Benjamin Nachman, Jesse Thaler
There have been a number of recent proposals to enhance the performance of machine learning strategies for collider physics by combining many distinct events into a single ensemble…