565 citations · 5.6k across the 116 of their papers we have counts for
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Variational Autoencoders for New Physics Mining at the Large Hadron Collider
Olmo Cerri, Thong Q. Nguyen, Maurizio Pierini +2
Using variational autoencoders trained on known physics processes, we develop a one-sided threshold test to isolate previously unseen processes as outlier events. Since the autoenc…
Projection for ZZZ Production Cross Section Measurements at the HL-LHC
Xiaoling Liu, Jay M. Lawhorn, Maria Spiropulu
Triple gauge boson (tri-boson) production is one of the ways to study the Quartic Gauge Couplings (QGC) and the anomalous QGC beyond the Standard Model of particle physics. In part…
Novel deep learning methods for track reconstruction
Steven Farrell, Paolo Calafiura, Mayur Mudigonda +11
For the past year, the HEP.TrkX project has been investigating machine learning solutions to LHC particle track reconstruction problems. A variety of models were studied that drew…
Pileup mitigation at the Large Hadron Collider with Graph Neural Networks
Jesus Arjona Martinez, Olmo Cerri, Maurizio Pierini +2
At the Large Hadron Collider, the high transverse-momentum events studied by experimental collaborations occur in coincidence with parasitic low transverse-momentum collisions, usu…
Identification of Long-lived Charged Particles using Time-Of-Flight Systems at the Upgraded LHC detectors
O. Cerri, S. Xie, Cristian Peña +1
We study the impact of picosecond precision timing detection systems on the LHC experiments' long-lived particle search program during the HL-LHC era. We develop algorithms that al…
Topology classification with deep learning to improve real-time event selection at the LHC
Thong Q. Nguyen, Daniel Weitekamp, Dustin Anderson +5
We show how event topology classification based on deep learning could be used to improve the purity of data samples selected in real time at at the Large Hadron Collider. We consi…
Angular analysis of the decay B K in proton-proton collisions at 8 TeV
CMS Collaboration
The angular distribution of the flavor-changing neutral current decay B K is studied in proton-proton collisions at a center-of-mass energy of 8 TeV. The analys…
Demonstrating sub-3 ps temporal resolution in a superconducting nanowire single-photon detector
B. A. Korzh, Q-Y. Zhao, S. Frasca +20
Improving the temporal resolution of single photon detectors has an impact on many applications, such as increased data rates and transmission distances for both classical and quan…