Sets are all you need: Ultrafast jet classification on FPGAs for HL-LHC

no code implementations • 2 Feb 2024 • Patrick Odagiu, Zhiqiang Que, Javier Duarte, Johannes Haller, Gregor Kasieczka, Artur Lobanov, Vladimir Loncar, Wayne Luk, Jennifer Ngadiuba, Maurizio Pierini, Philipp Rincke, Arpita Seksaria, Sioni Summers, Andre Sznajder, Alexander Tapper, Thea K. Aarrestad

We study various machine learning based algorithms for performing accurate jet flavor classification on field-programmable gate arrays and demonstrate how latency and resource consumption scale with the input size and choice of algorithm.

Quantization

Update of the global electroweak fit and constraints on two-Higgs-doublet models

no code implementations • 5 Mar 2018 • Johannes Haller, Andreas Hoecker, Roman Kogler, Klaus Mönig, Thomas Peiffer, Jörg Stelzer

We present tests of the internal consistency of the electroweak Standard Model and updated numerical predictions of key observables.

High Energy Physics - Phenomenology High Energy Physics - Experiment