activity
20232026
most citedHybrid Quantum Vision Transformers for Event Classification in High Energy Physics

16 citations · 74 across the 13 of their papers we have counts for

collaborators
Showing 2024Show all

8 papers · 1 filter

quant-ph2024

Quantum Diffusion Model for Quark and Gluon Jet Generation

Mariia Baidachna, Rey Guadarrama, Gopal Ramesh Dahale +6

Diffusion models have demonstrated remarkable success in image generation, but they are computationally intensive and time-consuming to train. In this paper, we introduce a novel d…

quant-ph2024

Lie-Equivariant Quantum Graph Neural Networks

Jogi Suda Neto, Roy T. Forestano, Sergei Gleyzer +3

Discovering new phenomena at the Large Hadron Collider (LHC) involves the identification of rare signals over conventional backgrounds. Thus binary classification tasks are ubiquit…

quant-ph2024★ 2 cited

Quantum Attention for Vision Transformers in High Energy Physics

Alessandro Tesi, Gopal Ramesh Dahale, Sergei Gleyzer +4

We present a novel hybrid quantum-classical vision transformer architecture incorporating quantum orthogonal neural networks (QONNs) to enhance performance and computational effici…

hep-ph2024★ 6 cited

Analytical Insights on Hadronic Top Quark Polarimetry

Zhongtian Dong, Dorival Gonçalves, Kyoungchul Kong +2

Top quark polarization provides an important tool for studying its production mechanisms, spin correlations, top quark properties, and new physics searches. Unlike lighter quarks,…

hep-ph2024★ 8 cited

Hadronic Top Quark Polarimetry with ParticleNet

Zhongtian Dong, Dorival Gonçalves, Kyoungchul Kong +2

Precision studies for top quark physics are a cornerstone of the Large Hadron Collider program. Polarization, probed through decay kinematics, provides a unique tool to scrutinize…

quant-ph2024★ 15 cited

Quantum Vision Transformers for Quark-Gluon Classification

Marçal Comajoan Cara, Gopal Ramesh Dahale, Zhongtian Dong +8

We introduce a hybrid quantum-classical vision transformer architecture, notable for its integration of variational quantum circuits within both the attention mechanism and the mul…

quant-ph2024★ 16 cited

Hybrid Quantum Vision Transformers for Event Classification in High Energy Physics

Eyup B. Unlu, Marçal Comajoan Cara, Gopal Ramesh Dahale +8

Models based on vision transformer architectures are considered state-of-the-art when it comes to image classification tasks. However, they require extensive computational resource…

hep-ph2024★ 2 cited

is all you need: production of multiple semi-invisible resonances at hadron colliders

Zhongtian Dong, Kyoungchul Kong, Konstantin T. Matchev +1

The stransverse mass variable was originally proposed for the study of hadron collider events in which parent particles are produced and then decay semi-invisibly. H…