Pseudorandom unitaries are neither real nor sparse nor noise-robust
- URL: http://arxiv.org/abs/2306.11677v3
- Date: Tue, 5 Mar 2024 13:52:53 GMT
- Title: Pseudorandom unitaries are neither real nor sparse nor noise-robust
- Authors: Tobias Haug, Kishor Bharti, Dax Enshan Koh
- Abstract summary: Pseudorandom quantum states (PRSs) and pseudorandom unitaries (PRUs) possess the dual nature of being efficiently constructible while appearing completely random to any efficient quantum algorithm.
We show that PRSs and PRUs exist only when the probability that an error occurs is negligible, ruling out their generation on noisy intermediate-scale and early fault-tolerant quantum computers.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Pseudorandom quantum states (PRSs) and pseudorandom unitaries (PRUs) possess
the dual nature of being efficiently constructible while appearing completely
random to any efficient quantum algorithm. In this study, we establish
fundamental bounds on pseudorandomness. We show that PRSs and PRUs exist only
when the probability that an error occurs is negligible, ruling out their
generation on noisy intermediate-scale and early fault-tolerant quantum
computers. Further, we show that PRUs need imaginarity while PRS do not have
this restriction. This implies that quantum randomness requires in general a
complex-valued formalism of quantum mechanics, while for random quantum states
real numbers suffice. Additionally, we derive lower bounds on the coherence of
PRSs and PRUs, ruling out the existence of sparse PRUs and PRSs. We also show
that the notions of PRS, PRUs and pseudorandom scramblers (PRSSs) are distinct
in terms of resource requirements. We introduce the concept of pseudoresources,
where states which contain a low amount of a given resource masquerade as
high-resource states. We define pseudocoherence, pseudopurity and
pseudoimaginarity, and identify three distinct types of pseudoresources in
terms of their masquerading capabilities. Our work also establishes rigorous
bounds on the efficiency of property testing, demonstrating the exponential
complexity in distinguishing real quantum states from imaginary ones, in
contrast to the efficient measurability of unitary imaginarity. Lastly, we show
that the transformation from a complex to a real model of quantum computation
is inefficient, in contrast to the reverse process, which is efficient. Our
results establish fundamental limits on property testing and provide valuable
insights into quantum pseudorandomness.
Related papers
- How to Construct Random Unitaries [2.8237889121096034]
We prove that PRUs exist, assuming that any quantum-secure one-way function exists.
We prove that any algorithm that makes queries to a Haar-random unitary can be efficiently simulated on a quantum computer.
arXiv Detail & Related papers (2024-10-14T03:07:36Z) - Quantum Pseudorandomness Cannot Be Shrunk In a Black-Box Way [0.0]
Pseudorandom Quantum States (PRS) were introduced by Ji, Liu and Song as quantum analogous to Pseudorandom Generators.
Short-PRSs, that is PRSs with logarithmic size output, have been introduced in literature along with cryptographic applications.
Here we show that it is not possible to shrink the output of a PRS from 2021 to logarithmic qubit length while still preserving the pseudorandomness property.
arXiv Detail & Related papers (2024-02-20T19:02:43Z) - Pseudorandom Strings from Pseudorandom Quantum States [6.79244006793321]
We study the relationship between notions of pseudorandomness in the quantum and classical worlds.
We show that a natural variant of pseudorandom generators called quantum pseudorandom generators (QPRGs) can be based on the existence of logarithmic output length PRSGs.
We also study the relationship between other notions, namely, pseudorandom function-like state generators and pseudorandom functions.
arXiv Detail & Related papers (2023-06-09T01:16:58Z) - Sparse random Hamiltonians are quantumly easy [105.6788971265845]
A candidate application for quantum computers is to simulate the low-temperature properties of quantum systems.
This paper shows that, for most random Hamiltonians, the maximally mixed state is a sufficiently good trial state.
Phase estimation efficiently prepares states with energy arbitrarily close to the ground energy.
arXiv Detail & Related papers (2023-02-07T10:57:36Z) - Importance sampling for stochastic quantum simulations [68.8204255655161]
We introduce the qDrift protocol, which builds random product formulas by sampling from the Hamiltonian according to the coefficients.
We show that the simulation cost can be reduced while achieving the same accuracy, by considering the individual simulation cost during the sampling stage.
Results are confirmed by numerical simulations performed on a lattice nuclear effective field theory.
arXiv Detail & Related papers (2022-12-12T15:06:32Z) - Pseudorandom (Function-Like) Quantum State Generators: New Definitions
and Applications [7.2051162210119495]
We explore new definitions, new properties and applications of pseudorandom states.
Pseudorandom quantum states (PRS) are efficiently constructible states that are computationally indistinguishable from being Haar-random.
We show that PRS generators with logarithmic output length imply commitment and encryption schemes with classical communication.
arXiv Detail & Related papers (2022-11-02T19:24:55Z) - Improved Quantum Algorithms for Fidelity Estimation [77.34726150561087]
We develop new and efficient quantum algorithms for fidelity estimation with provable performance guarantees.
Our algorithms use advanced quantum linear algebra techniques, such as the quantum singular value transformation.
We prove that fidelity estimation to any non-trivial constant additive accuracy is hard in general.
arXiv Detail & Related papers (2022-03-30T02:02:16Z) - Learnability of the output distributions of local quantum circuits [53.17490581210575]
We investigate, within two different oracle models, the learnability of quantum circuit Born machines.
We first show a negative result, that the output distributions of super-logarithmic depth Clifford circuits are not sample-efficiently learnable.
We show that in a more powerful oracle model, namely when directly given access to samples, the output distributions of local Clifford circuits are computationally efficiently PAC learnable.
arXiv Detail & Related papers (2021-10-11T18:00:20Z) - Quantum Pseudorandomness and Classical Complexity [0.08158530638728499]
We show that cryptographic pseudorandom quantum states and pseudorandom unitary transformations exist.
We discuss implications of these results for cryptography, complexity theory, and quantum tomography.
arXiv Detail & Related papers (2021-03-16T20:54:12Z) - Operational Resource Theory of Imaginarity [48.7576911714538]
We show that quantum states are easier to create and manipulate if they only have real elements.
As an application, we show that imaginarity plays a crucial role for state discrimination.
arXiv Detail & Related papers (2020-07-29T14:03:38Z) - Using Randomness to decide among Locality, Realism and Ergodicity [91.3755431537592]
An experiment is proposed to find out, or at least to get an indication about, which one is false.
The results of such experiment would be important not only to the foundations of Quantum Mechanics.
arXiv Detail & Related papers (2020-01-06T19:26:32Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.