Safely Eating Junk: Pileup and Infrared Radiation Annihilation (PIRANHA)

18 Aug 2022, 17:10
15m
Auditorium VMP8 (University of Hamburg)

Auditorium VMP8

University of Hamburg

Von-Melle-Park 8 20146 Hamburg Germany
Online presentation Performance

Speaker

Samuel Alipour-fard

Description

Jet grooming is an important strategy for analyzing relativistic particle collisions in the presence of contaminating radiation. Most jet grooming techniques introduce hard cutoffs to remove soft radiation, leading to discontinuous behavior and associated experimental and theoretical challenges. In this talk, I introduce Pileup and Infrared Radiation Annihilation (PIRANHA), a paradigm for continuous jet grooming which overcomes the discontinuity and infrared sensitivity of hard cutoff grooming procedures. I motivate PIRANHA from the perspective of optimal transport and introduce a tree-based, computationally inexpensive implementation of PIRANHA called Recursive Subtraction. Finally, I demonstrate the performance of Recursive Subtraction in mitigating sensitivity to soft distortions, such as hadronization and detector effects, and additive contamination from pileup.

Authors

Eric Metodiev (Massachusetts Institute of Technology) Jesse Thaler (MIT) Samuel Alipour-fard Patrick Komiske (Massachusetts Institute of Technology)

Presentation materials