Roy T. Forestano

activity

20232026

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

16 citations · 52 across the 15 of their papers we have counts for

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Showing 2023 · quant-phShow all

2 papers · 2 filters

quant-ph2023★ 5 cited

$Z_{2} \times Z_{2}$ Equivariant Quantum Neural Networks: Benchmarking against Classical Neural Networks

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

This paper presents a comprehensive comparative analysis of the performance of Equivariant Quantum Neural Networks (EQNN) and Quantum Neural Networks (QNN), juxtaposed against thei…

quant-ph2023★ 8 cited

A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural Networks

Roy T. Forestano, Marçal Comajoan Cara, Gopal Ramesh Dahale +8

Machine learning algorithms are heavily relied on to understand the vast amounts of data from high-energy particle collisions at the CERN Large Hadron Collider (LHC). The data from…

Z2​×Z2​ Equivariant Quantum Neural Networks: Benchmarking against Classical Neural Networks

A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural Networks

$Z_{2} \times Z_{2}$ Equivariant Quantum Neural Networks: Benchmarking against Classical Neural Networks