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Learning the stabilizer group of a Matrix Product State

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arxiv 2401.16481 v1 pith:PMBYLKHM submitted 2024-01-29 quant-ph

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keywords stabilizergroupstatealgorithmmatrixmethodmonotonepauli
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abstract

We present a novel classical algorithm designed to learn the stabilizer group -- namely the group of Pauli strings for which a state is a $\pm 1$ eigenvector -- of a given Matrix Product State (MPS). The algorithm is based on a clever and theoretically grounded biased sampling in the Pauli (or Bell) basis. Its output is a set of independent stabilizer generators whose total number is directly associated with the stabilizer nullity, notably a well-established nonstabilizer monotone. We benchmark our method on $T$-doped states randomly scrambled via Clifford unitary dynamics, demonstrating very accurate estimates up to highly-entangled MPS with bond dimension $\chi\sim 10^3$. Our method, thanks to a very favourable scaling $\mathcal{O}(\chi^3)$, represents the first effective approach to obtain a genuine magic monotone for MPS, enabling systematic investigations of quantum many-body physics out-of-equilibrium.

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Cited by 1 Pith paper

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  1. Stabilizer Tensor Networks with Magic State Injection

    quant-ph 2024-11 conditional novelty 6.0 of 10

    A classical simulation framework called MAST, built by adding magic state injection to stabilizer tensor networks, simulates random T-doped Clifford circuits with up to N T-gates in polynomial time and hidden shift ci...

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