REVIEW 2 major objections 3 minor 6 cited by
The paper claims that relaxing either of two standard assumptions of stochastic inflation—the sharp step-function window or the Bunch-Davies vacuum—turns Gaussian white noise into colored noise, and a non-Bunch-Davies initial state addition
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
T0 review · deepseek-v4-flash
2026-08-03 15:22 UTC pith:TVZVZP7L
load-bearing objection The colored-noise results are real, but the non-Gaussianity claim is not: the connected four-point cumulant vanishes at O(ε), so the headline overreaches. the 2 major comments →
Deviations from Gaussian White Noise in Stochastic Inflation
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The central discovery is that the white, Gaussian character of the stochastic-inflation noise is not robust: it disappears as soon as either the window function or the initial state is perturbed. For a massless field on exact de Sitter with a piecewise-linear window of width δ, the noise correlator becomes a peaked function of the e-fold separation with memory ΔN± and power spectrum (H/2π)² [cosh ΔN± − cos(ωΔN±)]/[(cosh ΔN± − 1)(ω²+1)], which is flat only in the sharp-cutoff limit. For the initial state, only a superposition of two-particle states (eq. 5.8), not a Bogoliubov transformation, yields a nontrivial O(ε) correction; the result is non-stationary and its instantaneous power spectrum
What carries the argument
The noise operator ξ_φ = (1−ε)∫ d³k/(2π)³ κW'(κ) φ̂_k is the central object; its two-point anticommutator in the chosen state, evaluated at a single patch, is the noise correlator. The argument turns on how the derivative of the window function localizes the integrand: a sharp cutoff gives W'(κ)=δ(κ−1), hence a delta-correlated white noise, while a broad window spreads each mode's contribution over a band of times, producing memory. For the initial-state deviation, the correlator's nontrivial part is proportional to Re[C0* C2(k1,k2) φ_{k1}(N1) φ_{k2}(N2)], and the spectral analysis uses the instantaneous (Wigner-Ville) power spectrum for non-stationary processes.
Load-bearing premise
The non-Gaussianity claim for non-Bunch-Davies states is not computed: the paper asserts that Gaussianity is lost for the two-particle state (5.8), so if the connected four-point noise cumulant vanished at O(ε) for this free field, that part of the thesis would collapse; the explicit colored-noise spectra also rest on C2 being real and depending only on |q|, and on keeping only first order in ε.
What would settle it
Compute the connected four-point correlation function of ξ_φ in the state (5.8) with a sharp cutoff and exact de Sitter background, to first order in ε. If the connected cumulant vanishes identically, the paper's central non-Gaussianity claim fails. A simpler check at the two-point level: measure or compute the instantaneous power spectrum (5.20); if it shows no frequency dependence beyond what the leading-order white term already has, the colored-noise claim for initial states fails.
If this is right
- If the window function is not a sharp step, the coarse-grained field's Langevin equation acquires memory over ΔN± e-folds; the dynamics are no longer Markovian and require a generalized Fokker-Planck treatment.
- If the initial state contains two-particle admixtures of size ε, the noise is non-stationary and colored, with frequency-dependent instantaneous power (5.20), so predictions derived from white noise are modified at order ε.
- Bogoliubov-type vacua, despite containing many particles of the original basis, do not produce colored noise; only superpositions of two-particle states do.
- Deviations from exact de Sitter, by themselves, only multiply the white noise by a time-dependent amplitude and leave Gaussianity untouched.
- The window-function example shows high-frequency noise components decay as 1/(ω²+1) with oscillatory features; a broad class of smooth windows falls off as exp(-2|ΔN|), so any non-sharp cutoff yields a colored spectrum.
Where Pith is reading between the lines
- If the asserted non-Gaussianity survives a direct computation, stochastic-inflation simulations that assume Gaussian white noise will underweight rare large excursions, with potential consequences for primordial black hole abundance estimates.
- The Mellin-transform link between C2 and the noise spectrum suggests an inverse problem: a measured noise color profile could be inverted to constrain the two-particle wavefunction of the inflaton's initial state.
- A direct test of the paper's initial-state claim is to compute the connected four-point noise cumulant for the state (5.8) at O(ε); a vanishing result would overturn the non-Gaussian statement.
- Relaxing the paper's simplifying assumptions—C2 real and depending only on |q|, and truncation at O(ε)—could yield partially stationary or direction-dependent noise, which would change the memory length and spectral shape.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper studies how the statistical properties of the noise in stochastic inflation deviate from Gaussian white noise when three standard assumptions are relaxed: exact de Sitter background, a sharp Heaviside window function, and the Bunch-Davies initial state. For a free test field the authors argue that (i) a quasi-de Sitter background keeps the noise white but makes its amplitude time-dependent; (ii) a non-sharp window function produces stationary Gaussian colored noise, with explicit correlator (4.11) and spectrum (4.12); and (iii) a small two-particle admixture to the initial state produces non-stationary colored noise, with the NLO instantaneous power spectrum (5.20). They further claim that such initial states also give non-Gaussian noise. The paper contains detailed appendices on noise correlators, instantaneous power spectra, and a Green's-function approximation for quasi-de Sitter mode functions.
Significance. If the results held as stated, the paper would provide a useful systematic classification of how the noise sector of stochastic inflation responds to relaxing the standard assumptions, with explicit analytic spectra that others could use. The window-function and initial-state two-point calculations are largely internally consistent, and the recovery of the white-noise limits (δ→0 and δ→1 in §4) is a good check. However, the paper's headline non-Gaussianity claim is not derived, and the concrete model in §5 contains a normalization inconsistency. Because these issues affect the abstract and the main conclusions, the manuscript needs substantial revision before the central claims are supported.
major comments (2)
- [§5, Eq. (5.17)] The claim that the state (5.8) yields non-Gaussian noise with a size "evidently proportional to ε" is not demonstrated, and the assertion is not correct at O(ε). The text itself admits "we have not calculated the higher order correlators." For the state (5.8), with |C0|²=1−O(ε²) and C2=O(ε), the O(ε) correction to any correlator is a cross term C0*C2⟨2|...|0⟩. Since the noise is linear in â and â†, Wick's theorem allows at most two contractions with the two-particle state, so the O(ε) term in log⟨e^{iJξ}⟩ is quadratic in the source J. A quadratic term only shifts the two-point function and cannot generate a connected four-point cumulant. Hence ⟨ξξξξ⟩_c is O(ε²), not O(ε). The authors should either compute the leading non-Gaussian cumulant or revise the abstract and conclusions to state that non-Gaussianity is subleading, appearing at O(ε²).
- [§5, Eq. (5.17)] The normalization stated for the model wavefunction is inconsistent. With C2(q1,q2)=√(2ε)/(πQ³) exp[-(q1+q2)/Q], and using ∫d³q e^{-q/Q}=8πQ³, one obtains (1/2)∫d³q1 d³q2 |C2|² = 64ε, not ε². Thus C2 is O(√ε), not O(ε), contradicting the general assumption (5.5). Consequently the NLO correlator (5.18) and the instantaneous power spectrum (5.20) do not have the claimed O(ε) scaling and their coefficients are not correct. To satisfy (1/2)∫|C2|²=ε², the prefactor should be ε/(4√2 π Q³) (up to an equivalent convention for the measure). This is a concrete, load-bearing error in the illustrative model and must be corrected and propagated.
minor comments (3)
- [§4, after Eq. (4.10)] The identification of the anticommutator (A.11) with a classical noise correlator requires the commutator (A.1) to be negligible in the σ→0 limit. For the window (4.1) this is not as immediate as in the sharp-cutoff case (A.6); a short estimate showing that [ξφ(N1),ξφ(N2)] is O(σ) in the massless dS example would make the classicality assumption explicit.
- [General] Typos and minor wording: "F rom" in the Contents heading; "Lagnevin" in §6 should be "Langevin"; "FLR W" in §2 should be "FLRW"; and "THe" appears in a few places. Please proofread.
- [§4, Eq. (4.12)] The power spectrum (4.12) correctly reduces to (H/2π)² at ω=0 and to the white-noise limit as δ→0. It would be helpful to state explicitly in the text or figure caption that the plotted spectrum is normalized to (H/2π)², since the vertical scaling is otherwise easy to misread.
Circularity Check
No significant circularity; one minor non-load-bearing self-citation; main derivations are self-contained.
full rationale
The paper's central results are explicit computations from stated inputs, not reductions of outputs into inputs. Eq. (4.11) is the direct evaluation of the general vacuum correlator (A.11) with the piecewise-linear window (4.1) and dS mode function (4.8), and its Fourier transform (4.12) follows from the definition of the power spectrum for a stationary process (B.5). Eq. (5.11) is the NLO contraction of (5.6) for the state (5.8), and eq. (5.20) is the resulting instantaneous power spectrum (B.14) for the explicitly chosen C2 in (5.17). No parameter is fitted to data, and no result is back-substituted as an input. The only self-citation, ref. [90] (M. Noorbala), supports a side remark on classicality away from σ→0 (Section 3.2 and Appendix A.1) and is not load-bearing for the colored-noise or non-Gaussianity conclusions. The paper explicitly flags the non-Gaussianity claim as uncomputed — 'although we have not calculated the higher order correlators in this section, but it should be clear that Gaussianity is in general lost' (end of Section 5) — so the abstract's statement that 'changing the initial state yields a non-Gaussian noise' is an assertion with a missing proof, an evidentiary gap rather than a circular step. The assumptions that C2 is real and depends only on |q| are clearly stated toy-model inputs, not hidden restatements of the output. Therefore the derivation chain is self-contained and no significant circularity is present.
Axiom & Free-Parameter Ledger
free parameters (5)
- δ =
0 < δ < 1 (illustrative)
- ε =
ε ≪ 1 (illustrative)
- Q =
Q > 0 (illustrative)
- σ =
σ ≪ 1 (chosen small)
- c =
c = 1 in figures
axioms (8)
- domain assumption Free scalar test field on a fixed FLRW background
- standard math Standard canonical commutation relations and Wronskian normalization
- domain assumption Bunch-Davies vacuum as the reference state |0⟩
- domain assumption Noise commutators are negligible in the σ→0 limit and the anticommutator equals twice the classical correlator
- ad hoc to paper Small deviation from Bunch-Davies: |C0|² = 1 − O(ε²) and |C_N| = O(ε)
- ad hoc to paper C2 depends only on |q1| and |q2|, and C0, C2 are taken real for the explicit power-spectrum example
- domain assumption Slow-roll/quasi-dS approximations for mode functions and power spectra
- standard math Wick theorem applies in the vacuum state
read the original abstract
Stochastic inflation is widely used as a framework to study scalar field perturbations on an inflationary spacetime in a classical manner. In Starobinsky's seminal work and most of the subsequent literature, stochastic inflation is driven by a white noise. This is a consequence of a number of assumptions about the background metric, the window function, and the initial state. Given that noise is the central object in this approach, it is worthwhile to investigate how the noise is modified upon relaxing some of these assumptions. We show that while deviation from an exact de Sitter background maintains the white character of the noise (only with a time-dependent amplitude), deviation from the Heaviside window function or the Bunch-Davies initial state can produce colored noise. We calculate the power spectrum and the memory of the noise for a toy model with a piecewise linear window function. We also show that, in order to produce a colored noise, the deviation from the Bunch-Davies vacuum should essentially be a sum of two-particle states. The resulting noise is non-stationary and we find its instantaneous power spectrum in a concrete example. Furthermore, while deviations from de Sitter background and sharp cutoff do not affect Gaussianity, changing the initial state yields a non-Gaussian noise.
Forward citations
Cited by 6 Pith papers
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C. Pattison, V. Vennin, H. Assadullahi and D. Wands,Stochastic inflation beyond slow roll, JCAP07(2019) 031 [1905.06300]
Pith/arXiv arXiv 2019
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[68]
A. Talebian, A. Nassiri-Rad and H. Firouzjahi,Stochastic Effects in Anisotropic Inflation, Phys. Rev. D101(2020) 023524 [1909.12773]
Pith/arXiv arXiv 2020
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[69]
J.M. Ezquiaga, J. Garc ´ ıa-Bellido and V. Vennin,The exponential tail of inflationary fluctuations: consequences for primordial black holes,JCAP03(2020) 029 [1912.05399]
Pith/arXiv arXiv 2020
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[70]
H. Firouzjahi, A. Nassiri-Rad and M. Noorbala,Stochastic nonattractor inflation,Phys. Rev. D 102(2020) 123504 [2009.04680]
Pith/arXiv arXiv 2020
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[71]
K. Ando and V. Vennin,Power spectrum in stochastic inflation,JCAP04(2021) 057 [2012.02031]
Pith/arXiv arXiv 2021
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[72]
G. Ballesteros, J. Rey, M. Taoso and A. Urbano,Stochastic inflationary dynamics beyond slow-roll and consequences for primordial black hole formation,JCAP08(2020) 043 [2006.14597]
Pith/arXiv arXiv 2020
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[73]
C. Pattison, V. Vennin, D. Wands and H. Assadullahi,Ultra-slow-roll inflation with quantum diffusion,JCAP04(2021) 080 [2101.05741]. – 29 –
Pith/arXiv arXiv 2021
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[74]
D.G. Figueroa, S. Raatikainen, S. Rasanen and E. Tomberg,Non-Gaussian Tail of the Curvature Perturbation in Stochastic Ultraslow-Roll Inflation: Implications for Primordial Black Hole Production,Phys. Rev. Lett.127(2021) 101302 [2012.06551]
arXiv 2021
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[75]
D.G. Figueroa, S. Raatikainen, S. Rasanen and E. Tomberg,Implications of stochastic effects for primordial black hole production in ultra-slow-roll inflation,JCAP05(2022) 027 [2111.07437]
arXiv 2022
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[76]
N. Ahmadi, M. Noorbala, N. Feyzabadi, F. Eghbalpoor and Z. Ahmadi,Quantum diffusion in sharp transition to non-slow-roll phase,JCAP08(2022) 078 [2207.10578]
Pith/arXiv arXiv 2022
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[77]
C. Animali and V. Vennin,Primordial black holes from stochastic tunnelling,JCAP02(2023) 043 [2210.03812]
Pith/arXiv arXiv 2023
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[78]
A. Talebian, A. Nassiri-Rad and H. Firouzjahi,Stochastic effects in axion inflation and primordial black hole formation,Phys. Rev. D105(2022) 103516 [2202.02062]
Pith/arXiv arXiv 2022
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[79]
A. Nassiri-Rad, K. Asadi and H. Firouzjahi,Inflation with stochastic boundary,Phys. Rev. D 106(2022) 123528 [2208.08229]
Pith/arXiv arXiv 2022
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[80]
K. Asadi, A. Nassiri-Rad and H. Firouzjahi,Stochastic multiple fields inflation: Diffusion dominated regime,Phys. Rev. D108(2023) 123537 [2304.00577]
Pith/arXiv arXiv 2023
discussion (0)
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