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arXiv:2610.40651

Renormalization for Robust Memory without Synchronization

Shashwat Chakraborty, Jong Yeon Lee

cond-mat.stat-mechcond-mat.softquant-phSubmitted Oct 29, 2026• Announced Oct 30, 2026• 0 citations
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Abstract

Local error correction can preserve classical information against noise, but protection under synchronized updates need not survive when sites evolve at independent random times. Establishing stability is particularly challenging when protection relies on the collective action of competing local rules. Here we develop a spacetime renormalization framework that reveals how independently acting local updates can collectively stabilize memory. We identify sufficient conditions under which the geometry of stable interfaces and suppression of defect propagation produce reliable erosion at large scales. Applying this framework, we prove stability of the asynchronous \textsf{R} squeezing code and introduce robust processes in two and three dimensions. In these systems, both encoded phases persist under sufficiently weak noise, even when the noise favors one phase. Our results provide a criterion for designing autonomous memories sustained by competing local stochastic dynamics.

AI Summary

Synchronous local error-correction rules can lose stability when updates occur at independent Poisson times. This paper asks when competing, asynchronous local rules preserve a classical bit under weak noise, including noise biased toward either encoded phase. It treats finite-range, translation-invariant, monotone binary processes without requiring mutually exclusive defect-birth and defect-death rates. The main result is a sufficient stability criterion based on spacetime coarse-graining. A balanced family of invariant clean-half-space directions, with positive net interface advance, defines a deterministic coarse eroder. If adversarial finite-buffer block-failure probabilities vanish with scale and buffers occupy a uniformly bounded number of coarse cells, microscopic evolution is dominated by that eroder with sparse errors. A bounded-dependence argument and Toom’s theorem establish $\lim_{\varepsilon\to0}\sup_{t\ge0}\Pr(\eta_t(x)=1)=0$ from the all-zero state. For the asynchronous two-dimensional $\mathsf R$ squeezing process, comparison of exposed rows with a subcritical one-dimensional contact process proves bistability whenever $\lambda_c^{-1}<\mu<\lambda_c$, where $\mu$ is the OR-to-AND rate ratio and $\lambda_c\simeq1.649$. The construction uses blocks of height $H$, width $H\lceil\log H\rceil$, and duration $O(H\log H)$. New cross-gated processes are also proved bistable in two dimensions for arbitrary positive competing rates, and in three dimensions at equal rates, under sufficiently weak, arbitrarily biased noise. The criterion is sufficient rather than a classification and excludes some drifting eroders lacking balanced stable directions. Results concern infinite-volume classical phase stability; exponential finite-size memory lifetimes and associated spectral-gap behavior are not established.

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Local error correction can preserve classical information against noise, but protection under synchronized updates need not survive when sites evolve at independent random times. Establishing stability is particularly challenging when protection relies on the collective action of competing local rules. Here we develop a spacetime renormalization framework that reveals how independently acting local updates can collectively stabilize memory. We identify sufficient conditions under which the geometry of stable interfaces and suppression of defect propagation produce reliable erosion at large scales. Applying this framework, we prove stability of the asynchronous \textsf{R} squeezing code and introduce robust processes in two and three dimensions. In these systems, both encoded phases persist under sufficiently weak noise, even when the noise favors one phase. Our results provide a criterion for designing autonomous memories sustained by competing local stochastic dynamics.
Synchronous local error-correction rules can lose stability when updates occur at independent Poisson times. This paper asks when competing, asynchronous local rules preserve a classical bit under weak noise, including noise biased toward either encoded phase. It treats finite-range, translation-invariant, monotone binary processes without requiring mutually exclusive defect-birth and defect-death rates.
The main result is a sufficient stability criterion based on spacetime coarse-graining. A balanced family of invariant clean-half-space directions, with positive net interface advance, defines a deterministic coarse eroder. If adversarial finite-buffer block-failure probabilities vanish with scale and buffers occupy a uniformly bounded number of coarse cells, microscopic evolution is dominated by that eroder with sparse errors. A bounded-dependence argument and Toom’s theorem establish lim⁡ε→0sup⁡t≥0Pr⁡(ηt(x)=1)=0\lim_{\varepsilon\to0}\sup_{t\ge0}\Pr(\eta_t(x)=1)=0limε→0​supt≥0​Pr(ηt​(x)=1)=0 from the all-zero state.
For the asynchronous two-dimensional R\mathsf RR squeezing process, comparison of exposed rows with a subcritical one-dimensional contact process proves bistability whenever λc−1<μ<λc\lambda_c^{-1}<\mu<\lambda_cλc−1​<μ<λc​, where μ\muμ is the OR-to-AND rate ratio and λc≃1.649\lambda_c\simeq1.649λc​≃1.649. The construction uses blocks of height HHH, width H⌈log⁡H⌉H\lceil\log H\rceilH⌈logH⌉, and duration O(Hlog⁡H)O(H\log H)O(HlogH). New cross-gated processes are also proved bistable in two dimensions for arbitrary positive competing rates, and in three dimensions at equal rates, under sufficiently weak, arbitrarily biased noise.
The criterion is sufficient rather than a classification and excludes some drifting eroders lacking balanced stable directions. Results concern infinite-volume classical phase stability; exponential finite-size memory lifetimes and associated spectral-gap behavior are not established.
Quantum error correction (QEC) normally requires active maintenance using measurements, classical processing and externally controlled correction schedules. Passive QEC, by contrast, was previously established only in unphysical spatial dimensions. Here, we give an explicit scheme for autonomous quantum error correction and computation in two dimensions, formulated as a dissipative quantum cellular automaton with a fixed, local and translation-invariant update rule. The construction uses hierarchical, self-simulating control elements based on ideas from the seminal classical results of Gács (1986, 1989) together with a measurement-free concatenated quantum code. We prove the existence of a nonzero noise threshold under a local noise model. Below this threshold, logical errors on encoded initial states are suppressed exponentially with increasing system size and the memory lifetime diverges in the thermodynamic limit. As an extension, we outline how this mechanism can also be implemented in continuous time by a time-independent, translation-invariant local Lindbladian. Quantum circuits can moreover be encoded in the automaton's initial state and executed fault-tolerantly with polylogarithmic overhead under the same circuit-independent rule. Our scheme thus realizes a self-correcting quantum computer capable of universal computation.
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Probabilistic cellular automata describe the dynamics of classical spin models, which, for sufficiently small temperature T, can serve as classical memory capable of storing information even in the presence of nonzero external magnetic field h. In this article, we study a recently introduced probabilistic cellular automaton, the sweep rule, and map out a region of two coexisting stable phases in the (T,h) plane. We also find that the sweep rule belongs to the weak two-dimensional Ising universality class. Our work is a step towards understanding how simple geometrically local error-correction strategies can protect information encoded into complex noisy systems, such as topological quantum error-correcting codes.
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Discrete time crystals are non-equilibrium phases of matter with spatiotemporal order and a response that breaks the time-translation symmetry of a periodic external drive. Interactions, spatial disorder and correlated random driving can in theory stabilize this order. In experiments, however, coupling to the environment limits the time crystal lifetime. Here we use stochastic local bit-flip error correction to prolong the time-crystalline response of a driven, spatially disordered two-dimensional Ising model on a superconducting quantum processor, using a repetition code with distances three and five on a honeycomb lattice with up to 68 physical qubits. Even though ancilla qubits, midcircuit syndrome measurements and decoding increase the required quantum and classical resources, the stochastic drive increases the memory decay time by a factor of up to two. At late times we observe that recovery stabilizes spatial order across the lattice. The spin-configuration distributions explain this separation, as recovery suppresses disagreeing bonds while broadening occupies completely reversed states. Syndrome measurements without correction accelerate the memory decay, demonstrating the importance of conditional correction. Our results show that local bit-flip error correction can preserve time-crystalline memory over more drive cycles than the bare dynamics.
We study fault-tolerant quantum computation using a fixed, local error-correction rule and a geometrically simple code: the cubical (d,d′)(d,d')(d,d′)-Toric code with d′,d−d′≥2d',d-d'\geq 2d′,d−d′≥2, including the 4D Toric code. Under sufficiently weak local-stochastic Pauli noise, our construction uses noiseless, bounded-depth classical processing per physical time step. Its correction cycle acts only on the current syndrome, has constant depth, and is repeated unchanged during idle logical computation; it requires neither multiscale decoder states nor scale-dependent communication delays. Our proof treats errors and syndromes as chains in a cubical complex, combining geometric shrinking under the sweep rule with a space--time explanation-tree argument inspired by Toom's theorem. It does not rely on expansion. We establish three results: 1.Explicit higher-dimensional sweep rule. We give a local algorithm for choosing sweep corrections on cubical (d,d′)(d,d')(d,d′)-Toric complexes, resolving the local-existence question of Kubica and Preskill. 2. Fault-tolerant computation. We prove a circuit-level threshold theorem for noisy sweep cycles interleaved with logical gates. In particular, the 4D Toric code admits a fixed, constant-depth syndrome-based correction cycle without a multiscale decoder or expansion-based encoding. We do not claim constant total-depth overhead. 3. Ideal decoding under local-stochastic noise. For an initial local-stochastic Pauli error of rate ppp below threshold, nd+1n^{d+1}nd+1 noiseless sweep cycles recover the encoded state on a side-length-nnn (d,d′)(d,d')(d,d′)-Toric code with probability at least 1−O(poly⁡(n))pΩ(n)1-O(\operatorname{poly}(n))p^{Ω(n)}1−O(poly(n))pΩ(n), extending earlier guarantees for independent errors.