10 papers
ParticleTransformer is all you need for reconstructing hadronic tau leptons
Nalong-Norman Seeba, Laurits Tani, Torben Lange +1
The large number of events expected during the TeraZ program at FCC-ee will allow for precision measurements and searches for physics beyond the Standard Model…
Machine-learned particle flow as a foundation model for collider physics
Farouk Mokhtar, Joosep Pata, Michael Kagan +1
The workflow from particle collision to physics analysis passes through a series of reconstruction steps that are traditionally modular and disconnected, with no shared representat…
Fine-tuning machine-learned particle-flow reconstruction for new detector geometries in future colliders
Farouk Mokhtar, Joosep Pata, Dolores Garcia +4
We demonstrate transfer learning capabilities in a machine-learned algorithm trained for particle-flow reconstruction in high energy particle colliders. This paper presents a cross…
Reconstructing hadronically decaying tau leptons with a jet foundation model
Laurits Tani, Joosep Pata, Joschka Birk
The limited availability and accuracy of simulated data has motivated the use of foundation models in high energy physics, with the idea to first train a task-agnostic model on lar…
Measurement of the inclusive cross sections for W and Z boson production in proton-proton collisions at = 5.02 and 13 TeV
CMS Collaboration
Measurements of fiducial and total inclusive cross sections for W and Z boson production are presented in proton-proton collisions at = 5.02 and 13 TeV. Electron and muo…
Measurements of inclusive and differential cross sections for top quark production in association with a Z boson in proton-proton collisions at = 13 TeV
CMS Collaboration
Measurements are presented of inclusive and differential cross sections for Z boson associated production of top quark pairs (Z) and single top quarks (tZq or tW…