IRIS-HEP Fellow: Peilin Ye



Fellowship dates: May – Aug, 2025

Home Institution: University of Pennsylvania


Project: Machine-Learning Pile-Up-Suppression Trigger Algorithms for the HL-LHC

The project aims to develop fast, machine learning-based trigger algorithms to suppress hard-QCD pileup at the HL-LHC, focusing on multi-jet events. It aims to enhance the discrimination between single- and multi-vertex events using lightweight neural networks and/or BDTs that are compatible with FPGA trigger hardware.



More information: My project proposal

Mentors:

  • Ariel Schwartzman (SLAC)

  • Rainer Bartoldus (SLAC)

Presentations and Publications
  • - "", Peilin Ye,
Current Status


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