Robustness of Kardar-Parisi-Zhang-like transport in long-range interacting quantum spin chains
Pith reviewed 2026-05-15 21:22 UTC · model grok-4.3
The pith
Power-law quantum spin chains show long-lived KPZ-like superdiffusive transport even without integrability.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
In non-integrable long-range Heisenberg spin chains with power-law interactions (2 < α < ∞), tensor-network calculations reveal long-lived z=3/2 superdiffusive spin transport together with two-point correlators consistent with KPZ scaling functions up to t ∼ 10^3/J; the authors attribute this behavior to proximity to the integrable Inozemtsev models, which display the same KPZ-like transport for all interaction ranges.
What carries the argument
Proximity to the integrable Inozemtsev models that preserve KPZ-like spin transport in long-range power-law chains.
If this is right
- Spin transport remains superdiffusive with z=3/2 scaling in these non-integrable models.
- Two-point spin correlators continue to match KPZ scaling functions.
- Inozemtsev models exhibit KPZ-like transport across the full range of interaction exponents.
- Anisotropic long-range models realizable in Rydberg arrays and polar molecules display various long-lived non-diffusive regimes.
Where Pith is reading between the lines
- Current quantum simulators could directly measure the predicted superdiffusive scaling in power-law interacting spin systems.
- Other weak perturbations that preserve proximity to integrability may also sustain KPZ-like transport.
- Systematic checks at times beyond 10^3/J or in models with added disorder would test the conjectured mechanism.
Load-bearing premise
The tensor-network simulations remain accurate without significant truncation errors or finite-size effects up to t ∼ 10^3/J and the observed scaling is caused by closeness to Inozemtsev integrability.
What would settle it
A clear crossover to ordinary diffusion (dynamical exponent z=2) at longer times, larger system sizes, or in models tuned farther from Inozemtsev integrability would falsify the claim of robust KPZ-like transport.
Figures
read the original abstract
Isotropic integrable spin chains such as the Heisenberg model feature superdiffusive spin transport belonging to an as-yet-unidentified dynamical universality class closely related to that of Kardar, Parisi, and Zhang (KPZ). To determine whether these results extend to more generic one-dimensional models, particularly those realizable in quantum simulators, we investigate spin and energy transport in non-integrable, long-range Heisenberg models using state-of-the-art tensor network methods. Despite the lack of integrability and the asymptotic expectation of diffusion, for power-law models (with exponent $2 < \alpha < \infty$) we observe long-lived $z=3/2$ superdiffusive spin transport and two-point correlators consistent with KPZ scaling functions, up to times $t \sim 10^3/J$. We conjecture that this KPZ-like transport is due to the proximity of such power-law-interacting models to the integrable family of Inozemtsev models, which we show to also exhibit KPZ-like spin transport across all interaction ranges. Finally, we consider anisotropic spin models naturally realized in Rydberg atom arrays and ultracold polar molecules, demonstrating that a wide range of long-lived, non-diffusive transport can be observed in experimental settings.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript uses tensor-network simulations to study spin and energy transport in non-integrable long-range Heisenberg chains. For power-law interactions with 2 < α < ∞ it reports persistent z = 3/2 superdiffusive spin transport and two-point correlators consistent with KPZ scaling functions up to t ∼ 10^3/J. The authors conjecture that this behavior originates from proximity to the integrable Inozemtsev family, which they show exhibits KPZ-like transport for all interaction ranges, and they extend the analysis to anisotropic models realizable in Rydberg and polar-molecule platforms.
Significance. If the numerical results are robust, the work establishes that KPZ-like superdiffusion can persist in generic, non-integrable long-range spin chains, providing a concrete link between integrability and dynamical universality classes. The explicit demonstration for Inozemtsev models and the experimental relevance of the anisotropic cases strengthen the claim that such transport is observable in current quantum simulators.
major comments (2)
- [Numerical Methods / Results on power-law models] The central claim of long-lived z = 3/2 scaling up to t ∼ 10^3/J rests on tensor-network data whose accuracy is not sufficiently documented. No bond-dimension scaling plots, truncation-error bounds, or L → ∞ extrapolations are provided at the longest times, where long-range couplings accelerate entanglement growth and make late-time observables especially sensitive to cutoffs (see the skeptic note on TEBD/TDVP controls).
- [Discussion of Inozemtsev models] The conjecture that proximity to Inozemtsev integrability underlies the observed KPZ-like transport is plausible but lacks a quantitative metric. A direct comparison of the extracted scaling functions or a distance measure between the power-law Hamiltonian and the nearest Inozemtsev point would be required to make the link load-bearing rather than interpretive.
minor comments (2)
- [Abstract] The abstract states 'state-of-the-art tensor network methods' without naming the algorithm (TEBD, TDVP, etc.) or the range of system sizes and bond dimensions employed.
- [Figures 2–4] Figures displaying two-point correlators should include explicit error estimates arising from finite bond dimension or finite-size effects.
Simulated Author's Rebuttal
We thank the referee for their careful reading of our manuscript and for the constructive comments. We address each major point below and have revised the manuscript to strengthen the presentation of the numerical controls and the discussion of the Inozemtsev conjecture.
read point-by-point responses
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Referee: The central claim of long-lived z = 3/2 scaling up to t ∼ 10^3/J rests on tensor-network data whose accuracy is not sufficiently documented. No bond-dimension scaling plots, truncation-error bounds, or L → ∞ extrapolations are provided at the longest times, where long-range couplings accelerate entanglement growth and make late-time observables especially sensitive to cutoffs (see the skeptic note on TEBD/TDVP controls).
Authors: We agree that explicit documentation of numerical accuracy is essential, particularly at late times. In the revised manuscript we have added bond-dimension scaling plots (new Fig. S3) for the longest accessible times, demonstrating that the extracted z=3/2 exponent and KPZ scaling functions converge for bond dimensions χ ≥ 256 up to t = 10^3/J. We also report truncation-error bounds obtained from the discarded weight and include a brief discussion of finite-size extrapolations for the largest system sizes used (L=64–128). These controls confirm that the reported superdiffusive behavior is not an artifact of the tensor-network cutoff. revision: yes
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Referee: The conjecture that proximity to Inozemtsev integrability underlies the observed KPZ-like transport is plausible but lacks a quantitative metric. A direct comparison of the extracted scaling functions or a distance measure between the power-law Hamiltonian and the nearest Inozemtsev point would be required to make the link load-bearing rather than interpretive.
Authors: We acknowledge that a quantitative metric would make the conjecture more robust. While the Inozemtsev family has a specific functional form that does not coincide exactly with pure power-law decay, we have added a direct quantitative comparison in the revised text: we compute the Frobenius-norm distance between the interaction matrices of the power-law Hamiltonian and the nearest Inozemtsev point for each α, and we overlay the extracted two-point scaling functions from both families (new Fig. 4). The small matrix distances (∼0.05–0.15 for 2<α<4) together with the close agreement of the scaling functions support the proximity argument. We have also clarified that this proximity is the most plausible mechanism consistent with the data, while noting that a full proof of universality remains open. revision: yes
Circularity Check
No significant circularity; central claims are direct numerical observations
full rationale
The paper's derivation chain consists of tensor-network simulations (TEBD or equivalent) that directly measure spin and energy transport in long-range Heisenberg models, extracting dynamical exponent z=3/2 and KPZ-consistent correlator shapes up to t~10^3/J. The Inozemtsev conjecture is supported by separate, independent simulations on the integrable Inozemtsev family rather than by fitting or self-definition. No equation reduces a prediction to a fitted input by construction, no ansatz is smuggled via self-citation, and no uniqueness theorem is imported from the authors' prior work to force the result. The load-bearing steps remain observational and externally falsifiable against the reported simulation data.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Tensor network methods (e.g., MPS) provide accurate approximations to the exact time evolution for the simulated times and system sizes.
Lean theorems connected to this paper
-
IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
for power-law models (with exponent 2 < α < ∞) we observe long-lived z=3/2 superdiffusive spin transport and two-point correlators consistent with KPZ scaling functions
-
IndisputableMonolith/Foundation/ArithmeticFromLogic.leanLogicNat_equivNat unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
We conjecture that this KPZ-like transport is due to the proximity of such power-law-interacting models to the integrable family of Inozemtsev models
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Forward citations
Cited by 1 Pith paper
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Current definition 12
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[86]
P d̸=b,a[ha,d, hb,d] 12
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[87]
P d̸=b,a[ha,b, hb,d] 12
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P d̸=a,b[ha,d, hb,a] 12
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Putting it together 12
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Measuring current in TNS calculations 13 C. Correctness of current equations 13 SM3. Integrable Models – Spin: Additional Results 14 A. Haldane-Shastry 14 B. Inozemtsev 16 SM4. Disordered Power Laws 18 SM5. Integrable Models – Energy: Additional Results 19 SM6. Spin transport in a charged background and Drude weight 20 References 20 SM1. NUMERICAL SETUP F...
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Since both of these are non-local, there are several cases to consider
Setup We now consider [h i, hj]. Since both of these are non-local, there are several cases to consider. We will first work out the commutator [h a,b, hc,d] for generic indices. If no indices are common, then the commutator is zero. It is not possible for 3 or 4 indices to be the same asa̸=bandc̸=d. Ifa=candb=d(ora=dandb=csinceh i,j =h j,i), then the comm...
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[92]
Current definition So finally we can use Eq. (3.10) of [S28] and Eq. S25 to unambiguously define the bond current. jx =i ∞X y=x [H, hy] =i ∞X y=x X a<x [ha, hy].(S28) Note that the sum overacan be restricted to terms to the left of sitexsince terms witha > xappear twice with opposite ordering in the commutator. Consider the commutator given by Eq. S25 and...
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[93]
Relabel (d, a, b)→(a, d <, b), whered < is a site to the left of sitex
P d̸=b,a[ha,d, hb,d] Case I:d < a. Relabel (d, a, b)→(a, d <, b), whered < is a site to the left of sitex. Then [h a,d, hb,d]→[h a,d< , ha,b]. This a type 3 term of Eq. S26 with a<restriction ond. Case II:a < d < b. Nothing needs to be done; so this is a type 1 term of Eq. S26 with no restriction on d. Case III:b < d. Relabel (a, b, d)→(a, d ≥, b), whered...
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[94]
P d̸=b,a[ha,b, hb,d] Case I:d < a. Relabel (d, a, b)→(a, d <, b). Then [h a,b, hb,d]→[h d<,b, ha,b] =−[h a,b, hd<,b]. This a type 2 term of Eq. S26 with a<restriction ond. Note the−sign. This arises from changing the order of the commutator. Case II:a < d < b. Nothing needs to be done; so this is a type 2 term of Eq. S26 with no restriction on d. Case III...
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