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
- v12026-05-28Initial submissionCurrent