291 citations · 1.8k across the 21 of their papers we have counts for
5 papers · 1 filter
OmniFold: A Method to Simultaneously Unfold All Observables
Anders Andreassen, Patrick T. Komiske, Eric M. Metodiev +2
Collider data must be corrected for detector effects ("unfolded") to be compared with many theoretical calculations and measurements from other experiments. Unfolding is traditiona…
Cutting Multiparticle Correlators Down to Size
Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler
Multiparticle correlators are mathematical objects frequently encountered in quantum field theory and collider physics. By translating multiparticle correlators into the language o…
Exploring the Space of Jets with CMS Open Data
Patrick T. Komiske, Radha Mastandrea, Eric M. Metodiev +2
We explore the metric space of jets using public collider data from the CMS experiment. Starting from 2.3/fb of 7 TeV proton-proton collisions collected at the Large Hadron Collide…
The Machine Learning Landscape of Top Taggers
G. Kasieczka, T. Plehn, A. Butter +24
Based on the established task of identifying boosted, hadronically decaying top quarks, we compare a wide range of modern machine learning approaches. Unlike most established metho…
The Metric Space of Collider Events
Patrick T. Komiske, Eric M. Metodiev, Jesse Thaler
When are two collider events similar? Despite the simplicity and generality of this question, there is no established notion of the distance between two events. To address this que…