Papers
Topics
Authors
Recent
Assistant
AI Research Assistant
Well-researched responses based on relevant abstracts and paper content.
Custom Instructions Pro
Preferences or requirements that you'd like Emergent Mind to consider when generating responses.
Gemini 2.5 Flash
Gemini 2.5 Flash 150 tok/s
Gemini 2.5 Pro 53 tok/s Pro
GPT-5 Medium 19 tok/s Pro
GPT-5 High 24 tok/s Pro
GPT-4o 104 tok/s Pro
Kimi K2 171 tok/s Pro
GPT OSS 120B 427 tok/s Pro
Claude Sonnet 4.5 36 tok/s Pro
2000 character limit reached

The Stochastic-Quantum Correspondence (2302.10778v2)

Published 20 Feb 2023 in quant-ph, physics.data-an, and physics.hist-ph

Abstract: This paper introduces an exact correspondence between a general class of stochastic systems and quantum theory. This correspondence provides a new framework for using Hilbert-space methods to formulate highly generic, non-Markovian types of stochastic dynamics, with potential applications throughout the sciences. This paper also uses the correspondence in the other direction to reconstruct quantum theory from physical models that consist of trajectories in configuration spaces undergoing stochastic dynamics. The correspondence thereby yields a new formulation of quantum theory, alongside the Hilbert-space, path-integral, and quasiprobability formulations. In addition, this reconstruction approach opens up new ways of understanding quantum phenomena like interference, decoherence, entanglement, noncommutative observables, and wave-function collapse.

Citations (5)

Summary

  • The paper introduces a novel framework that rigorously links stochastic processes with quantum theory, redefining quantum mechanics through Hilbert-space methods.
  • It employs Schur-Hadamard factorization and Kraus decompositions to connect non-Markovian stochastic dynamics to unitary quantum evolution.
  • The formulation offers fresh insights into interference, decoherence, and wave-function collapse, challenging traditional axioms and inspiring future research.

Overview of "The Stochastic-Quantum Correspondence"

The paper "The Stochastic-Quantum Correspondence" by Jacob A. Barandes introduces an innovative framework that establishes a rigorous connection between stochastic systems and quantum theory. By proposing an exact correspondence, the paper seeks to provide an alternative formulation of quantum mechanics, challenging the traditional axiomatic foundations established by Dirac and von Neumann.

At its core, the paper posits a generalized stochastic system, defined by a configuration space and a stochastic law that governs its dynamics. This system is not limited to Markovian dynamics and is equipped with the mathematical flexibility to handle a wide array of non-Markovian behaviors. The intriguing claim is that by employing Hilbert-space methods, one can analyze high-level stochastic dynamics similar to the analysis of quantum systems.

The paper pursues a dual goal: it not only uses the established correspondence to represent stochastic dynamics within the framework of quantum theory but also reconstructs quantum theory itself from models that describe configuration-space trajectories evolving stochastically. Essentially, the paper presents a new formulation of quantum mechanics, characterized by stochastic evolution in configuration spaces. This approach explicates traditional quantum phenomena—including interference, decoherence, entanglement, noncommutative observables, and wave-function collapse—without relying on the traditional quantum axioms.

The New Formulation

In this formulation, stochastic dynamics are articulated via a Schur-Hadamard factorization, where the transition matrix of a system can be expressed as the product of its complex conjugate and itself. Such a factorization is explicitly linked to the mathematical apparatus of quantum mechanics through a novel dictionary relation that connects stochastic and quantum systems.

Furthermore, the introduction of Kraus decompositions allows for a systematic representation of system dynamics. The unistochastic matrices, a key feature of this work, are discussed as stochastic matrices that can be derived from unitary matrices, displaying a strengthened relation between stochastic processes and quantum unitary evolution.

The paper explores the implications of this correspondence for various quantum phenomena. Detailed derivations show how interference naturally arises as a consequence of nondivisible stochastic processes, dispelling the need to attribute a literal wave nature to matter in explaining interference patterns. Similarly, the process of decoherence is reinterpreted as an environmental interaction effect, where traditional quantum coherences are seen as transitory indivisible movements within a stochastic framework.

Measurements and Observables

Importantly, the framework proposed offers a fresh angle on the measurement problem, highlighting the role of emergeables—quantities that elude straightforward interpretation purely at the level of configurations. By modeling the measurement process explicitly, the paper provides a mechanism for observing both diagonal and non-diagonal (in configuration basis) observables. This analysis results in a consistent derivation of the Born rule and the effective collapse of the wave function as a simple act of conditioning on observed outcomes.

Implications and Future Directions

From a theoretical standpoint, the stochastic-quantum correspondence reaffirms the utility of unitary representations and the fundamental structure of Hilbert spaces while introducing the underlying stochastic reality as primary. The framework prompts a reevaluation of symmetries and highlights the utility of dilations allowing broader representations than those in conventional quantum mechanics. This capability is exemplified in the treatment of intrinsic spin and potential insights into the persistent issue of quantum nonlocality.

The implications for future AI and theoretical developments lie in its potential to model non-quantum systems using quantum-like stochastic processes, paving the way for innovative simulations in fields like finance and biology. Future work could involve extending this correspondence into quantum gravity or other areas beyond standard quantum mechanics, seeking to harmonize quantum theory within a larger probabilistic framework.

In summary, the paper proposes a powerful theoretical paradigm that integrates stochastic dynamics within the quantum formalism. It opens new avenues for interpreting quantum phenomena while reuniting quantum theory with intuitive, classical-like probabilistic concepts, providing both a challenge and a toolkit for future quantum theory developments.

Dice Question Streamline Icon: https://streamlinehq.com

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Authors (1)

List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.

X Twitter Logo Streamline Icon: https://streamlinehq.com

Tweets

This paper has been mentioned in 11 tweets and received 97 likes.

Upgrade to Pro to view all of the tweets about this paper:

Youtube Logo Streamline Icon: https://streamlinehq.com

HackerNews

Reddit Logo Streamline Icon: https://streamlinehq.com