activity
20162025
most citedGraph Neural Networks for Particle Reconstruction in High Energy Physics detectors

86 citations · 333 across the 24 of their papers we have counts for

collaborators
Showing 2022Show all

8 papers · 1 filter

physics.ed-ph2022★ 2 cited

Data Science and Machine Learning in Education

Gabriele Benelli, Thomas Y. Chen, Javier Duarte +20

The growing role of data science (DS) and machine learning (ML) in high-energy physics (HEP) is well established and pertinent given the complex detectors, large data, sets and sop…

physics.data-an2022★ 2 cited

Collaborative Computing Support for Analysis Facilities Exploiting Software as Infrastructure Techniques

Maria Acosta Flechas, Garhan Attebury, Kenneth Bloom +7

Prior to the public release of Kubernetes it was difficult to conduct joint development of elaborate analysis facilities due to the highly non-homogeneous nature of hardware and ne…

physics.acc-ph2022★ 5 cited

A Muon Collider Facility for Physics Discovery

D. Stratakis, N. Mokhov, M. Palmer +66

Muon colliders provide a unique route to deliver high energy collisions that enable discovery searches and precision measurements to extend our understanding of the fundamental law…

physics.ins-det2022★ 1 cited

Reconstruction of Large Radius Tracks with the Exa.TrkX pipeline

Chun-Yi Wang, Xiangyang Ju, Shih-Chieh Hsu +22

Particle tracking is a challenging pattern recognition task at the Large Hadron Collider (LHC) and the High Luminosity-LHC. Conventional algorithms, such as those based on the Kalm…

physics.ins-det2022★ 8 cited

GNN-based end-to-end reconstruction in the CMS Phase 2 High-Granularity Calorimeter

Saptaparna Bhattacharya, Nadezda Chernyavskaya, Saranya Ghosh +11

We present the current stage of research progress towards a one-pass, completely Machine Learning (ML) based imaging calorimeter reconstruction. The model used is based on Graph Ne…

hep-ex2022★ 2 cited

Strategy for Understanding the Higgs Physics: The Cool Copper Collider

Sridhara Dasu, Emilio A. Nanni, Michael E. Peskin +26

A program to build a lepton-collider Higgs factory, to precisely measure the couplings of the Higgs boson to other particles, followed by a higher energy run to establish the Higgs…