(Pseudo) Random Quantum States with Binary Phase
Pith reviewed 2026-05-25 16:25 UTC · model grok-4.3
The pith
A uniform superposition with independent random binary phases is statistically indistinguishable from a Haar-random state for any polynomial number of copies.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The uniform superposition state with independent random binary phases ±1 is statistically indistinguishable from a Haar-random state: for any polynomial number of copies the trace distance is at most exponentially small in the number of qubits. This fact is used to construct pseudorandom quantum states from post-quantum pseudorandom functions and to obtain explicit quantum state t-designs from (2t)-wise independent functions whose circuit complexity (size and depth) is bounded by that of the underlying function.
What carries the argument
Uniform superposition with independent random binary phases (±1) applied to each computational basis state.
If this is right
- Pseudorandom quantum states can be built directly from any post-quantum pseudorandom function.
- Quantum state t-designs exist for every t via (2t)-wise independent functions.
- The circuit depth needed for any t-design is at most polylogarithmic rather than linear.
- All constructed states have only real amplitudes and are generated by one layer of Hadamards followed by Toffoli gates.
Where Pith is reading between the lines
- The restricted gate set may simplify fault-tolerant implementations on hardware that implements Toffoli natively.
- The same phase-randomization idea could be tested on small qubit numbers to check whether the exponential closeness already appears at modest sizes.
- Replacing the uniform distribution over phases by other concentrated distributions might preserve the indistinguishability if similar concentration bounds hold.
Load-bearing premise
The phases are chosen uniformly and independently at random for every basis state.
What would settle it
An efficient algorithm that, on input polynomially many copies of the binary-phase state, distinguishes it from Haar-random states with non-negligible advantage for sufficiently large dimension.
read the original abstract
We prove a quantum information-theoretic conjecture due to Ji, Liu and Song (CRYPTO 2018) which suggested that a uniform superposition with random \emph{binary} phase is statistically indistinguishable from a Haar random state. That is, any polynomial number of copies of the aforementioned state is within exponentially small trace distance from the same number of copies of a Haar random state. As a consequence, we get a provable elementary construction of \emph{pseudorandom} quantum states from post-quantum pseudorandom functions. Generating pseduorandom quantum states is desirable for physical applications as well as for computational tasks such as quantum money. We observe that replacing the pseudorandom function with a $(2t)$-wise independent function (either in our construction or in previous work), results in an explicit construction for \emph{quantum state $t$-designs} for all $t$. In fact, we show that the circuit complexity (in terms of both circuit size and depth) of constructing $t$-designs is bounded by that of $(2t)$-wise independent functions. Explicitly, while in prior literature $t$-designs required linear depth (for $t > 2$), this observation shows that polylogarithmic depth suffices for all $t$. We note that our constructions yield pseudorandom states and state designs with only real-valued amplitudes, which was not previously known. Furthermore, generating these states require quantum circuit of restricted form: applying one layer of Hadamard gates, followed by a sequence of Toffoli gates. This structure may be useful for efficiency and simplicity of implementation.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper proves the Ji-Liu-Song (CRYPTO 2018) conjecture that a uniform superposition over computational basis states with independent random binary phases is exponentially close in trace distance to a Haar-random state when polynomially many copies are considered. As a consequence it yields pseudorandom quantum states from post-quantum PRFs; it further observes that substituting a (2t)-wise independent function produces exact quantum state t-designs whose circuit size and depth are bounded by those of the (2t)-wise independent function, improving prior linear-depth constructions and yielding states with real amplitudes via a Hadamard-plus-Toffoli circuit.
Significance. If the main indistinguishability result holds, the work supplies the first elementary, provably secure construction of pseudorandom quantum states and an explicit polylog-depth route to t-designs; both are directly relevant to quantum money and to efficient state preparation. The real-amplitude and restricted-gate-form properties are additional concrete strengths.
major comments (1)
- [Abstract] Abstract (and the paragraph beginning “We observe that replacing…”): the claim that a (2t)-wise independent function yields an exact quantum t-design is load-bearing for the circuit-complexity improvement. The matrix elements of E[|ψ⟩⟨ψ|⊗t] vanish under Haar precisely when, for every basis index, the total ket multiplicity equals the total bra multiplicity. Binary phases (or any function of them) only guarantee that the total multiplicity across all 2t positions is even; configurations with even but unbalanced multiplicities (e.g., multiplicity 2 on ket legs and 0 on bra legs) survive and differ from the Haar integral. This mismatch is present for any t≥2 and is not resolved by (2t)-wise independence.
minor comments (1)
- The abstract states that the main result is a “proof” of the conjecture, yet the provided text gives no section or equation numbers for the key steps; the reader cannot locate the precise place where the trace-distance bound is derived.
Simulated Author's Rebuttal
We thank the referee for their careful reading and constructive feedback. We address the major comment point by point below.
read point-by-point responses
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Referee: [Abstract] Abstract (and the paragraph beginning “We observe that replacing…”): the claim that a (2t)-wise independent function yields an exact quantum t-design is load-bearing for the circuit-complexity improvement. The matrix elements of E[|ψ⟩⟨ψ|⊗t] vanish under Haar precisely when, for every basis index, the total ket multiplicity equals the total bra multiplicity. Binary phases (or any function of them) only guarantee that the total multiplicity across all 2t positions is even; configurations with even but unbalanced multiplicities (e.g., multiplicity 2 on ket legs and 0 on bra legs) survive and differ from the Haar integral. This mismatch is present for any t≥2 and is not resolved by (2t)-wise independence.
Authors: We thank the referee for identifying this subtlety. Upon re-examination of the moment calculation, we agree that (2t)-wise independence of the phase function only enforces even total multiplicity for each basis index across all 2t positions (ket and bra combined), whereas the Haar t-design requires separate equality of ket and bra multiplicities for each index. Consequently, the ensemble average differs from the Haar integral for t ≥ 2, and the claim that (2t)-wise independent functions produce exact t-designs is incorrect. We will revise the abstract and the relevant discussion to remove this claim. The primary result on exponential indistinguishability from Haar for polynomially many copies of the random-phase states remains valid and is unaffected. revision: yes
Circularity Check
No circularity: external conjecture proof with independent observation
full rationale
The paper's central result is an explicit proof of a conjecture stated by Ji, Liu and Song (CRYPTO 2018), an external reference. The t-design observation is derived by substituting a (2t)-wise independent function into the same construction and applying the same analysis technique; it references prior literature for the function class but does not reduce the main indistinguishability claim to a self-definition, fitted parameter, or self-citation chain. No equations or steps in the provided text exhibit the enumerated circularity patterns. The derivation is therefore self-contained against external benchmarks.
Axiom & Free-Parameter Ledger
axioms (2)
- domain assumption Post-quantum security of pseudorandom functions
- standard math Standard definitions of Haar measure, trace distance, and quantum state t-designs
Forward citations
Cited by 1 Pith paper
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Sample- and Hardware-Efficient Fidelity Estimation by Stripping Phase-Dominated Magic
Phase stripping reduces target-state magic to enable O(poly(n)) or O(1) sample fidelity estimation for phase-dominated states using a single fan-out gate plus nonlinear Pauli post-processing.
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discussion (0)
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