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Some applications of hypercontractive inequalities in quantum information theory

Ashley Montanaro

arXiv:1208.0161v3quant-ph

TL;DR

The paper explores how hypercontractive inequalities can provide concise proofs for results in quantum information. It applies them to local-measurement bias, k-local Hamiltonian spectra, and multiplayer XOR games, while noting that the resulting proofs may have worse constants than earlier ones.

  • Problem

    The paper explores how hypercontractive inequalities can be used to prove results in quantum information theory.

    Source: §1.1 · p. 2
  • Method

    It applies hypercontractivity in the real n-sphere, Hermitian-operator, and boolean-cube settings to prove results in quantum information.

    Source: §1.1 · pp. 2–3
  • Results

    The proofs address bounds for multipartite 4-design measurement bias, spectral concentration of k-local Hamiltonians, and general classical bias in multiplayer XOR games.

    Source: §1.1.1 · p. 3, §1.1.2 · p. 4, §2.2 · pp. 7, 9
  • Takeaways & Limitations

    The proofs illustrate hypercontractivity as a tool for obtaining concise proofs of several quantum-information results.

    Source: §1.1 · p. 3, §5 · p. 15

    The hypercontractive proofs can have worse constants, and whether they are simpler than the earlier proofs is unclear.

    Source: §2.2 · p. 9

Abstract

from arXiv · show

Hypercontractive inequalities have become important tools in theoretical computer science and have recently found applications in quantum computation. In this note we discuss how hypercontractive inequalities, in various settings, can be used to obtain (fairly) concise proofs of several results in quantum information theory: a recent lower bound of Lancien and Winter on the bias achievable by local measurements which are 4-designs; spectral concentration bounds for k-local Hamiltonians; and a recent result of Pellegrino and Seoane-Sepulveda giving general lower bounds on the classical bias obtainable in multiplayer XOR games.

1 Introduction

The paper presents hypercontractivity as a tool for concise proofs of results in quantum information, applying it in different settings to local-measurement bias, k-local Hamiltonian spectra, and multiplayer XOR games. It also places these applications against the background of hypercontractivity’s role in theoretical computer science.

1 Introduction

  • Hypercontractivity generalizes the contraction property of the boolean-cube noise operator by allowing its output Lq norm to be bounded by an input Lp norm for q > p.The noise operator suppresses higher-order Fourier coefficients, and applying noise smooths extreme values.Source: §1 · pp. 1–2

1.1 Hypercontractivity in quantum information

  • The paper uses hypercontractivity in three settings to give proofs concerning local-measurement bias, k-local Hamiltonian spectra, and multiplayer XOR-game bias.The settings are the real n-sphere, Hermitian operators on n qubits, and the boolean cube.Source: §1.1 · pp. 2–3

1.1.1 Bias achievable by local measurements

  • A real n-sphere hypercontractive proof reproduces Lancien and Winter’s bound for multipartite 4-design measurements, with a worse constant.The authors describe the alternative proof as based on hypercontractivity on the real n-sphere.Source: §1.1.1 · p. 3

1.1.2 Spectral concentration for k-local Hamiltonians

  • For a k-local Hermitian operator M on n qubits with tr M^2 = 2^n, Theorem 4 gives a bound on its spectrum for t ≥ (2e)^(k/2).Source: §1.1.2 · pp. 3–4

1.1.3 General bounds on multiplayer XOR games

  • Replacing a component of the proof behind the general XOR-game bias bound with Corollary 2 yields a simple, explicit bound.The section states that Theorem 5 implies a special case of Aaronson and Ambainis’s conjecture about influential variables in bounded low-degree boolean-cube polynomials [1].Source: §1.1.3 · p. 4

2 The bias of local 4-design measurements

The section uses spherical hypercontractivity to prove a bias bound for local 4-design measurements, first in one system and then for multipartite products. Extending the argument to k copies reproduces Lancien and Winter’s result with slightly worse constants, while also giving broader norm bounds.

2 The bias of local 4-design measurements

  • Theorem 6 gives a bias bound for a single 4-design measurement, proved using the fourth-moment method and Hölder’s inequality.The proof uses the design property to replace measurement moments with sphere integrals, then relates the resulting quantities through hypercontractivity.Source: §2 · p. 5

2.1 Hypercontractivity and spherical harmonics

  • Writing a quantum state in real coordinates makes f(ξ) = tr ∆|ψ⟩⟨ψ| a homogeneous degree-2 polynomial, to which spherical hypercontractivity applies.The Poisson semigroup on the sphere relates norms of low-degree polynomials; the section states a corresponding q-norm bound for degree-d polynomials.Source: §2.1 · p. 6

2.2 Hypercontractivity on k copies of the sphere

  • Tensorizing spherical hypercontractivity yields Theorem 9 for k-fold products of local 4-designs, reproducing Lancien and Winter’s result [43] with slightly worse constants.The argument uses multiplicativity of the Poisson operator norm to extend the inequality to k copies of the sphere.Source: §2.2 · pp. 7–9
  • The multipartite bound is described as almost optimal: the cited example has bias that decreases exponentially with k.The paper attributes the exponential prefactor in Theorem 9 to multiplicativity of the Poisson semigroup’s operator norm.Source: §2.2 · p. 9
  • The method gives bounds for all q-norms, whereas [43] considered the L4 norm; for k = 1, earlier methods can give better constants.The paper notes that the broader q-norm bounds may be useful for studying q-designs with q > 4.Source: §2.2 · p. 9

3 Spectral concentration for k-local Hamiltonians

A noncommutative hypercontractive inequality for qubit operators yields spectral tail bounds for k-local Hamiltonians. The bounds require no assumptions about interaction geometry and also imply a lower bound on the rank of nonzero k-local operators.

3 Spectral concentration for k-local Hamiltonians

  • The depolarizing channel on n qubits satisfies a noncommutative hypercontractive inequality, yielding Lp-to-Lq norm bounds for k-local operators.In the Pauli expansion, k-local operators have no coefficients of weight greater than k.Source: §3 · pp. 9–10
  • Theorem 15 gives a less precise concentration bound for a k-local Hermitian operator on n qubits with ∥M∥2 = 1, without interaction-geometry assumptions; its stated condition is t ≥ (2e)^(k/2).Source: §3 · p. 10
  • Theorem 15 implies that a random state has exponentially small probability of having high energy under a k-local Hamiltonian.The paper further uses spectral concentration to bound how likely a random initial state is to change significantly under time evolution.Source: §3 · pp. 10–11
  • Every nonzero k-local Hermitian operator on n qubits has rank at least 2^(n−2.89k).The stated exact exponent is n − (2 log2 e)k.Source: §3 · p. 11

4 General bounds on XOR games

The section uses hypercontractivity to give a proof of the Bohnenblust–Hille inequality and derive a lower bound on classical bias in multiplayer XOR games. It also applies that inequality to a restricted case of the Aaronson–Ambainis influence conjecture.

Bohnenblust–Hille inequality

  • The Bohnenblust–Hille inequality has C_k=O(klog2 e)≈O(k1.45) and yields a general lower bound on XOR-game bias.The section uses the inequality to turn bounds on a multilinear form’s coefficient norm into a bias bound.Source: §4 · p. 12

XOR-game bias

  • β(G)=Ω(k^-3/2 n^-(k−1)/2) for a k-player XOR game with n inputs per player.The game corresponds to a multilinear form whose supremum norm is its bias.Source: §4 · p. 12

Hypercontractive proof

  • The proof uses Corollary 2’s hypercontractive estimate as a black box, replacing an equivalent step in Pellegrino and Seoane-Sepúlveda’s proof with worse constants.The author says this makes the proof somewhat simpler and more transparent.Source: §4 · pp. 12–13
  • When k is not a power of two, increasing it to the next power of two incurs at most a constant increase in C_k.Source: §4 · p. 14

Influence bound

  • For multilinear forms with ∥f∥∞≤1 and coefficients ˆf_i1,...,ik=±α, every variable has influence Ω(Var(f)^2/k^3).This is a special case of the Aaronson–Ambainis conjecture discussed in the section.Source: §4 · p. 14

5 Outlook

The outlook presents hypercontractive inequalities as a way to prove several quantum-information results. The proofs may be more concise and intuitive, but sometimes give worse constants and are less explicit than earlier proofs.

  • The note presents several quantum-information results as provable using hypercontractive inequalities, with proofs that may be more concise and intuitive but less explicit and sometimes yield worse constants.Source: §5 · p. 15
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