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Quantum algorithm for matrix functions by Cauchy's integral formula

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arxiv 2106.08075 v1 pith:J6HUKBEU submitted 2021-06-15 quant-ph

classification quant-ph
keywords algorithmestimationmathrmeigenvaluequantumstateboldsymbolepsilon
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abstract

For matrix $A$, vector $\boldsymbol{b}$ and function $f$, the computation of vector $f(A)\boldsymbol{b}$ arises in many scientific computing applications. We consider the problem of obtaining quantum state $\lvert f \rangle$ corresponding to vector $f(A)\boldsymbol{b}$. There is a quantum algorithm to compute state $\lvert f \rangle$ using eigenvalue estimation that uses phase estimation and Hamiltonian simulation $\mathrm{e}^{\mathrm{{\bf i}} A t}$. However, the algorithm based on eigenvalue estimation needs $\textrm{poly}(1/\epsilon)$ runtime, where $\epsilon$ is the desired accuracy of the output state. Moreover, if matrix $A$ is not Hermitian, $\mathrm{e}^{\mathrm{{\bf i}} A t}$ is not unitary and we cannot run eigenvalue estimation. In this paper, we propose a quantum algorithm that uses Cauchy's integral formula and the trapezoidal rule as an approach that avoids eigenvalue estimation. We show that the runtime of the algorithm is $\mathrm{poly}(\log(1/\epsilon))$ and the algorithm outputs state $\lvert f \rangle$ even if $A$ is not Hermitian.

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  1. Faster quantum linear system solver beyond the condition number

    quant-ph 2026-07 accept novelty 7.0 of 10

    Two quantum linear system solvers are presented with query complexity independent of the condition number, scaling instead with an effective condition number or a solution-norm ratio.

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