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The non-stabilizerness cost of quantum state estimation

Gabriele Lo Monaco, Salvatore Lorenzo, Alessandro Ferraro, Mauro Paternostro, G. Massimo Palma, Luca Innocenti

TL;DR

This work addresses the problem of how much non-stabilizerness (magic) is required to achieve informational completeness in single-setting quantum state estimation using fixed circuits with ancillas. By analyzing stabilizer and non-stabilizer circuits through the stabilizer formalism and gadget constructions, the authors derive quantitative thresholds linking the non-stabilizerness budget (number of $T$ gates) to the accessible information, encapsulated in the dimension $s_{oldsymbol{\mu}}$ of the POVM span. They show that Clifford-only (stabilizer) resources cannot yield IC measurements, establish a lower bound $t \ge \frac{2n}{\log_2 3}$ and a matching sufficient bound $t=2n$ for $t$-doped circuits, and reveal a tight connection between entanglement $p$ in the Heisenberg-evolved measurement states and $s_{oldsymbol{\mu}}$, with IC possible only when $p=n$. These results have practical implications for shadow tomography and quantum machine learning (QELMs) by clarifying the non-stabilizerness costs required to reconstruct observables from fixed measurements, and they propose a concrete framework to design IC measurements within the stabilizer-plus-magic paradigm.

Abstract

We study the non-stabilizer resources required to achieve informational completeness in single-setting quantum state estimation scenarios. We consider fixed-basis projective measurements preceded by quantum circuits acting on $n$-qubit input states, allowing ancillary qubits to increase retrievable information. We prove that when only stabilizer resources are allowed, these strategies are always informationally equivalent to projective measurements in a stabilizer basis, and therefore never informationally complete, regardless of the number of ancillas. We then show that incorporating $T$ gates enlarges the accessible information. Specifically, we prove that at least ${2n}/{\log_2 3}$ such gates are necessary for informational completeness, and that $2n$ suffice. We conjecture that $2n$ gates are indeed both necessary and sufficient. Finally, we unveil a tight connection between entanglement structure and informational power of measurements implemented with $t$-doped Clifford circuits. Our results recast notions of ``magic'' and stabilizerness - typically framed in computational terms - into the setting of quantum metrology.

The non-stabilizerness cost of quantum state estimation

TL;DR

This work addresses the problem of how much non-stabilizerness (magic) is required to achieve informational completeness in single-setting quantum state estimation using fixed circuits with ancillas. By analyzing stabilizer and non-stabilizer circuits through the stabilizer formalism and gadget constructions, the authors derive quantitative thresholds linking the non-stabilizerness budget (number of gates) to the accessible information, encapsulated in the dimension of the POVM span. They show that Clifford-only (stabilizer) resources cannot yield IC measurements, establish a lower bound and a matching sufficient bound for -doped circuits, and reveal a tight connection between entanglement in the Heisenberg-evolved measurement states and , with IC possible only when . These results have practical implications for shadow tomography and quantum machine learning (QELMs) by clarifying the non-stabilizerness costs required to reconstruct observables from fixed measurements, and they propose a concrete framework to design IC measurements within the stabilizer-plus-magic paradigm.

Abstract

We study the non-stabilizer resources required to achieve informational completeness in single-setting quantum state estimation scenarios. We consider fixed-basis projective measurements preceded by quantum circuits acting on -qubit input states, allowing ancillary qubits to increase retrievable information. We prove that when only stabilizer resources are allowed, these strategies are always informationally equivalent to projective measurements in a stabilizer basis, and therefore never informationally complete, regardless of the number of ancillas. We then show that incorporating gates enlarges the accessible information. Specifically, we prove that at least such gates are necessary for informational completeness, and that suffice. We conjecture that gates are indeed both necessary and sufficient. Finally, we unveil a tight connection between entanglement structure and informational power of measurements implemented with -doped Clifford circuits. Our results recast notions of ``magic'' and stabilizerness - typically framed in computational terms - into the setting of quantum metrology.

Paper Structure

This paper contains 10 sections, 11 theorems, 56 equations, 6 figures.

Key Result

Lemma 1

Let $\boldsymbol{\mu}\equiv(\mu_b)_{b=1}^{dd'}$ be a rank-1 POVM of the form $\mu_b = (I\otimes\bra\psi)\ketbra{\Phi_b}(I\otimes\ket\psi)$ with $\ket{\Phi_b}\in\mathbb{C}^{d\times d'}$ some orthonormal basis, and $\ket\psi\in\mathbb{C}^{d'}$ some ancillary state that is projected before the measurem

Figures (6)

  • Figure 1: Schematic representation of the types of measurements considered in the paper, with $\Phi$ assumed to be a unitary evolutino $U$.
  • Figure 2: Visual representation of the result of \ref{['thm:structural_clifford_povms_plus']}. The generators that determine the effective POVM $\boldsymbol{\mu}$ are elements of $(\mathcal{S}\cap C(\mathcal{Z}'))\setminus \mathcal{Z}'$. More precisely, they are a set of nontrivial representatives for the quotient space $(\mathcal{S}\cap C(\mathcal{Z}')) / (\mathcal{S}\cap \mathcal{Z}')$.
  • Figure 3: Serial (left) and parallel (right) doping of an $n$-qubit Clifford circuit. Each layer $\mathcal{C}_0$ is a random Clifford gate. The final measurement is performed in the computational basis.
  • Figure 4: Gadget to implement a $T$ gate adding an ancilla initially in $\ket T\equiv T\ket +$. Measuring the second qubit after a CNOT, teleports a $T$ gate on the first qubit when outcome is $\ket 0$, and a $ST$ gate otherwise.
  • Figure 5: Example of $t$-doped circuit with $n=m=1$ and $t=2$. Using the gadgets trick, the $T$ gates become CNOTs with target a new "gadget ancilla", whose initial value is $\ket T$ and that is projected onto $\ket0$ at the end of the circuit. The explicit characterisation of this circuit in the stabilizer formalism is given in \ref{['ex:tdoped_2']}.
  • ...and 1 more figures

Theorems & Definitions (25)

  • Lemma 1
  • proof
  • Theorem 1
  • proof
  • Lemma 2
  • proof
  • Theorem 2
  • proof
  • Theorem 3
  • proof
  • ...and 15 more