Quantum Portfolio Optimization Benchmark
QAOA / VQE / Quantum Annealing · Optimization · Qiskit Finance, PennyLane, D-Wave Ocean
Finance-specific benchmark evaluating quantum optimization algorithms for Markowitz mean-variance portfolio selection. Compares QAOA, VQE, and quantum annealing against classical solvers (MIP, meta-heuristics) on asset selection and allocation problems. Recent studies highlight that while quantum methods minimize cost functions effectively, resulting portfolios may violate practical financial constraints.
Finance-specific benchmark evaluating quantum optimization algorithms for Markowitz mean-variance portfolio selection. Compares QAOA, VQE, and quantum annealing against classical solvers (MIP, meta-heuristics) on asset selection and allocation problems. Recent studies highlight that while quantum methods minimize cost functions effectively, resulting portfolios may violate practical financial constraints.
Highlights a critical gap: quantum optimizers minimize cost functions but may violate real financial constraints, questioning practical quantum advantage in finance.
Multi-platform
Qiskit Finance, PennyLane, D-Wave Ocean