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This research exposes a critical flaw in variational quantum algorithms where converged energy estimates fail to guarantee the accuracy of observable measurements due to non-linear error amplification. The study demonstrates that relying solely on energy convergence can lead to significant uncertainties in physical predictions for systems like hydrogen chains and lithium fluoride. Consequently, this work challenges current certification protocols for quantum simulations, urging developers to implement stricter error bounds beyond simple energy minimization.
Certification failure in variational-principle observables
arXiv:2610.03989v1 Announce Type: new Abstract: Algorithms which prepare states via the variational principle assume that closeness in energy implies closeness in state; we formalise how this assumption can fail by showing that a ground-state energy estimate converged to within $\epsilon$ of the true value is compatible with observable expectation values in error by up to $\sqrt{2\epsilon\chi_O}$ at leading order, where $\chi_O$ is the static susceptibility of the observable. As a result, the observable error can be orders of magnitude larger than the energy error, a mechanism we call non-linear error amplification, and because a variational algorithm cannot guarantee the correctness of these properties from energy alone, energy does not necessarily certify an observable. In light of our findings, we examine three algorithms: the variational quantum eigensolver on the transverse-field Ising chain, the density-matrix renormalisation group on a pair of weakly coupled hydrogen chains, and Krylov quantum diagonalisation on lithium fluoride. In each case we demonstrate that a well-converged energy can leave observables uncertified.
Abstract:Algorithms which prepare states via the variational principle assume that closeness in energy implies closeness in state; we formalise how this assumption can fail by showing that a ground-state energy estimate converged to within $\epsilon$ of the true value is compatible with observable expectation values in error by up to $\sqrt{2\epsilon\chi_O}$ at leading order, where $\chi_O$ is the static susceptibility of the observable. As a result, the observable error can be orders of magnitude larger than the energy error, a mechanism we call non-linear error amplification, and because a variational algorithm cannot guarantee the correctness of these properties from energy alone, energy does not necessarily certify an observable. In light of our findings, we examine three algorithms: the variational quantum eigensolver on the transverse-field Ising chain, the density-matrix renormalisation group on a pair of weakly coupled hydrogen chains, and Krylov quantum diagonalisation on lithium fluoride. In each case we demonstrate that a well-converged energy can leave observables uncertified.
arXiv:2610.03989 [quant-ph]
(or arXiv:2610.03989v1 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2610.03989 Focus to learn more arXiv-issued DOI via DataCite (pending registration)
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