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Studies in Rhythm Engineering

Persistence of Information in the Quantum Measurement Problem

Shantena Augusto Sabbadini

Published Jan 1, 2026• 0 citations
Publisher
DOI
10.1007/978-981-95-1742-8_2

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Persistence of quantum information

Michael Schulz, Steffen Trimper

arXiv:quant-ph/0609221•Physics Letters A•Apr 17, 2007•2 citations

Persistence of Information in the Quantum Measurement Problem.

Shantena Augusto Sabbadini

The quantum measurement problem has to do with the compatibility of two different prescriptions for the end state of a quantum measurement process: (1) a superposition representing an entangled state of object system and apparatus; (2) a mixture of correlated states of object system and apparatus. The first prescription is a consequence of the linearity of time evolution in quantum mechanics; the second one (corresponding to what is usually called the 'collapse of the wave function') is a basic feature of the axiomatic structure of the theory. This paper proves that the two prescriptions are exactly equivalent whenever information about the results of the measurement persists, i.e. whenever there is some kind of record or trace of the results (all the measurements we are ordinarily concerned with fulfill this requirement). Experimental evidence is cited suggesting that indeed we should expect the equivalence of prescriptions (1) and (2) to hold when and only when information about measurement results persists. Finally the notion of 'element of reality' introduced by Einstein, Podolsky and Rosen is discussed in the context of this description of the measurement process, and a brief remark is offered about the 'classical' nature of the world we experience.

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The quantum measurement problem is commonly framed as a tension between unitary microscopic dynamics and the appearance of definite macroscopic outcomes. Decoherence theory explains the suppression of interference but does not explain why a single, persistent outcome is realized rather than a superposition of mutually incompatible macroscopic records. Interpretive responses—including collapse models, many-worlds branching, and observer-centric accounts—add ontological or epistemic structure beyond standard quantum mechanics. In this work, we show that such supplementation is unnecessary. We demonstrate that decoherence alone is generically insufficient to stabilize consistent macroscopic measurement histories under irreversible record formation. We introduce history-level coherence selection as a minimal structural requirement for persistent outcomes. This mechanism operates without modifying unitary dynamics, introducing collapse postulates, or invoking observers. We show that measurement outcomes correspond to stable, selection-supported histories rather than instantaneous state reductions. This reframing resolves the measurement problem by identifying the missing macroscopic mechanism—history selection under irreversible constraint—rather than by altering quantum theory. Keywords: quantum measurement problem, history selection, decoherence insufficiency, classical records, interpretation of quantum mechanics, consistent histories, irreversibility, information flow, foundational physics, measurement theory

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Complexity of Normalized Persistence Problems for Topological Data Analysis and Local Hamiltonians

Dominic Lowe, M. S. Kim, Roberto Bondesan +1 more

Topological data analysis (TDA) is a machine learning technique that uses topology to extract patterns from data and has shown the potential to exhibit quantum advantage. A key concept in TDA is persistent homology, which measures the robustness of topological information at different lengthscales. In this paper, we introduce and study the problem of normalized persistence, a practically motivated and easily interpretable version of persistent homology that counts the fraction of holes that persist at different lengthscales. We prove that a variant of normalized persistence is $\mathsf{DQC}_1$-hard and contained in $\mathsf{BQP}$, giving evidence of an exponential quantum speedup for TDA under the standard assumption that $\mathsf{DQC}_1 \not\subseteq \mathsf{BPP}$. These are the first $\mathsf{DQC}_1$-hardness results for clique complexes, making them directly applicable to TDA instances. We also find a close connection between normalized persistence and the complexity of estimating spectral quantities in the low-energy subspace of local Hamiltonians. We study a family of such problems, including a low-energy normalized subtrace and spectral density. We show that these are $\mathsf{DQC}_1$-hard for $O(1)$-local Hamiltonians, strengthening previous results that required log-local interactions. We also introduce a variant of $\mathsf{DQC}_1$ with perfect completeness ($\mathsf{SDQC}_1$) to characterize the hardness of problems normalized by an exact kernel. This includes normalized persistence for $O(1)$-local Hamiltonians, which we show is $\mathsf{SDQC}_1$-hard.

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The Quantum Measurement Problem Revisited: A Structural Resolution and the Irreducible Role of the Born Rule

Darren Cudd

This note presents a structural resolution of the quantum measurement problem by decomposing it into three distinct physical layers: the persistence of quantum coherence, the emergence of a single definite classical outcome, and the origin of quantum probability. It provides physical explanations for coherence loss and outcome definiteness based on coordination limits, thermodynamic irreversibility, and information stability, without introducing new dynamics or observer postulates. The analysis further clarifies that the Born rule does not arise from measurement or macroscopic processing, but is an irreducible structural constraint governing microscopic quantum interactions. By correctly delimiting the scope of measurement theory, the note resolves longstanding conceptual confusion while remaining fully consistent with standard quantum mechanics.

•Jan 4, 2026•0 citations
The quantum measurement problem has to do with the compatibility of two different prescriptions for the end state of a quantum measurement process: (1) a superposition representing an entangled state of object system and apparatus; (2) a mixture of correlated states of object system and apparatus. The first prescription is a consequence of the linearity of time evolution in quantum mechanics; the second one (corresponding to what is usually called the 'collapse of the wave function') is a basic feature of the axiomatic structure of the theory. This paper proves that the two prescriptions are exactly equivalent whenever information about the results of the measurement persists, i.e. whenever there is some kind of record or trace of the results (all the measurements we are ordinarily concerned with fulfill this requirement). Experimental evidence is cited suggesting that indeed we should expect the equivalence of prescriptions (1) and (2) to hold when and only when information about measurement results persists. Finally the notion of 'element of reality' introduced by Einstein, Podolsky and Rosen is discussed in the context of this description of the measurement process, and a brief remark is offered about the 'classical' nature of the world we experience.
The quantum measurement problem is commonly framed as a tension between unitary microscopic dynamics and the appearance of definite macroscopic outcomes. Decoherence theory explains the suppression of interference but does not explain why a single, persistent outcome is realized rather than a superposition of mutually incompatible macroscopic records. Interpretive responses—including collapse models, many-worlds branching, and observer-centric accounts—add ontological or epistemic structure beyond standard quantum mechanics. In this work, we show that such supplementation is unnecessary. We demonstrate that decoherence alone is generically insufficient to stabilize consistent macroscopic measurement histories under irreversible record formation. We introduce history-level coherence selection as a minimal structural requirement for persistent outcomes. This mechanism operates without modifying unitary dynamics, introducing collapse postulates, or invoking observers. We show that measurement outcomes correspond to stable, selection-supported histories rather than instantaneous state reductions. This reframing resolves the measurement problem by identifying the missing macroscopic mechanism—history selection under irreversible constraint—rather than by altering quantum theory. Keywords: quantum measurement problem, history selection, decoherence insufficiency, classical records, interpretation of quantum mechanics, consistent histories, irreversibility, information flow, foundational physics, measurement theory
Topological data analysis (TDA) is a machine learning technique that uses topology to extract patterns from data and has shown the potential to exhibit quantum advantage. A key concept in TDA is persistent homology, which measures the robustness of topological information at different lengthscales. In this paper, we introduce and study the problem of normalized persistence, a practically motivated and easily interpretable version of persistent homology that counts the fraction of holes that persist at different lengthscales. We prove that a variant of normalized persistence is DQC1\mathsf{DQC}_1DQC1​-hard and contained in BQP\mathsf{BQP}BQP, giving evidence of an exponential quantum speedup for TDA under the standard assumption that DQC1⊈BPP\mathsf{DQC}_1 \not\subseteq \mathsf{BPP}DQC1​⊆BPP. These are the first DQC1\mathsf{DQC}_1DQC1​-hardness results for clique complexes, making them directly applicable to TDA instances. We also find a close connection between normalized persistence and the complexity of estimating spectral quantities in the low-energy subspace of local Hamiltonians. We study a family of such problems, including a low-energy normalized subtrace and spectral density. We show that these are DQC1\mathsf{DQC}_1DQC1​-hard for O(1)O(1)O(1)-local Hamiltonians, strengthening previous results that required log-local interactions. We also introduce a variant of DQC1\mathsf{DQC}_1DQC1​ with perfect completeness (SDQC1\mathsf{SDQC}_1SDQC1​) to characterize the hardness of problems normalized by an exact kernel. This includes normalized persistence for O(1)O(1)O(1)-local Hamiltonians, which we show is SDQC1\mathsf{SDQC}_1SDQC1​-hard.
This note presents a structural resolution of the quantum measurement problem by decomposing it into three distinct physical layers: the persistence of quantum coherence, the emergence of a single definite classical outcome, and the origin of quantum probability. It provides physical explanations for coherence loss and outcome definiteness based on coordination limits, thermodynamic irreversibility, and information stability, without introducing new dynamics or observer postulates. The analysis further clarifies that the Born rule does not arise from measurement or macroscopic processing, but is an irreducible structural constraint governing microscopic quantum interactions. By correctly delimiting the scope of measurement theory, the note resolves longstanding conceptual confusion while remaining fully consistent with standard quantum mechanics.