Skip to content
Published CC BY 4.0

Shallow Variational Circuits for Constrained Portfolio Selection

  • T. Fernandes

    Instituto Superior Tecnico · Undergraduate

Abstract

We benchmark a depth-4 variational quantum circuit against classical solvers on constrained portfolio selection with up to 18 assets. On simulator and on trapped-ion hardware the quantum approach matches classical solutions for small instances but shows no advantage at this scale. We report full circuit definitions, seeds and device calibration so results can be reproduced.

variational algorithmsQAOAfinance

Review record

5 AI reports

Advisory only, disclosed in full

2 human reviewers

Subject-matched, anonymous

1 editor decision

Signed letter on the record

Where authors opt in, reviewer reports and the editor’s decision letter are published alongside the paper. How review works

Version history

  1. v12026-05-28Initial submissionCurrent