108 citations · 493 across the 53 of their papers we have counts for
48 papers · 1 filter
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…
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…
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…
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…
Search for dark matter produced in association with a pair of bottom quarks in proton-proton collisions at = 13 TeV
CMS Collaboration
A search for dark matter (DM) particles produced in association with bottom quarks is presented. The analysis uses proton-proton collision data at a center-of-mass energy of $\sqrt…