Search Results for author: Philipp Windischhofer

Found 3 papers, 2 papers with code

Hierarchical Neural Simulation-Based Inference Over Event Ensembles

1 code implementation21 Jun 2023 Lukas Heinrich, Siddharth Mishra-Sharma, Chris Pollard, Philipp Windischhofer

When analyzing real-world data it is common to work with event ensembles, which comprise sets of observations that collectively constrain the parameters of an underlying model of interest.

Preserving physically important variables in optimal event selections: A case study in Higgs physics

1 code implementation3 Jul 2019 Philipp Windischhofer, Miha Zgubic, Daniela Bortoletto

Analyses of collider data, often assisted by modern Machine Learning methods, condense a number of observables into a few powerful discriminants for the separation of the targeted signal process from the contributing backgrounds.

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