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New Connections Between Stochastic Geometry and Quantum Theory: Redefining the Probabilistic Nature of Quantum States

Ryusho Nemoto

Published Jul 28, 2025• 0 citations
OpenAlex

Abstract

This preprint introduces a new probabilistic framework for quantum theory by applying stochastic geometry to the interpretation of quantum state transitions. It redefines time as a series of probabilistically generated "tensions"—discrete time units—that govern the evolution of quantum states. This approach allows for the discretization of the Schrödinger equation and provides a new foundation for understanding quantum uncertainty, time, and the structure of spacetime, contributing to the broader pursuit of a quantum gravity theory and Grand Unified Theory.

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This preprint introduces a new probabilistic framework for quantum theory by applying stochastic geometry to the interpretation of quantum state transitions. It redefines time as a series of probabilistically generated "tensions"—discrete time units—that govern the evolution of quantum states. This approach allows for the discretization of the Schrödinger equation and provides a new foundation for understanding quantum uncertainty, time, and the structure of spacetime, contributing to the broader pursuit of a quantum gravity theory and Grand Unified Theory.
This preprint redefines the nature of time in quantum theory by introducing "tension"—a probabilistically generated particle representing the minimal unit of time. It proposes that time is not continuous but composed of discrete quantum events, each fluctuating probabilistically. This leads to a new interpretation of quantum uncertainty, where time itself exhibits quantum fluctuation. The approach challenges traditional views of time and offers a new foundation for integrating time into quantum gravity frameworks.
We present a probabilistic-geometric formulation of quantum motion that establishes a direct geometric correspondence between statistical uncertainty and relativistic curvature. Quantum states are represented as probability distributions on a statistical manifold equipped with the Fisher–Rao metric, whose geodesic flow reproduces the dynamical evolution of quantum motion in probabilistic form. Embedding this manifold into a Lorentzian spacetime yields a unified metric structure in which stochastic fluctuations generate microscopic deformations of spacetime geometry. This framework enables the visualization and prediction of quantum motion as probabilistic geodesics, and provides a foundation for connecting information geometry, stochastic mechanics, and general relativity within a single coherent formulation.
This paper investigates the potential for a unified probabilistic framework based on quantum state dynamics, bridging the seemingly disparate realms of probability theory and quantum mechanics. We propose a novel approach that leverages the inherent dynamism of quantum states to redefine probability, offering a conceptual foundation for a more complete and consistent understanding of probabilistic processes. The core of this research lies in developing a probabilistic framework intrinsically linked to quantum mechanics, moving beyond traditional probability distributions to explore the fundamental relationship between quantum states and the underlying probability. The proposed mechanism centers on the observation that quantum states evolve through a continuous process of change, offering a pathway to a unified probabilistic representation. This work explores the implications of this framework for various applications, including quantum information theory and statistical mechanics. Ultimately, this paper lays the groundwork for a new approach to probabilistic theory, emphasizing the crucial role of quantum states in shaping the nature of probability.
We develop a geometric formulation of stochastic dynamics in which noise, diffusion, path probabilities, fluctuation theorems, and entropy production arise from the intrinsic geometry of an evolving manifold rather than from externally imposed randomness. Within the theory of moving manifolds, we establish a curvature-noise correspondence: fluctuations are governed by the inverse curvature tensor, while entropy production is controlled by curvature deformation. The invariant continuity law on a moving hypersurface yields a geometric Fokker-Planck equation, and curvature-velocity coupling generates a quadratic Onsager-Machlup functional determining path weights. The resulting entropy functional satisfies a curvature-driven monotonicity law, providing a geometric derivation of the Second Law. In two dimensions, the curvature invariant reduces to Gaussian curvature and encodes topology, so topological transitions produce discrete entropy jumps. When the ambient space carries a Minkowskian signature, the same curvature-kinetic quadratic form that generates dissipative thermal weights produces oscillatory phase weights, and the Laplace-Beltrami operator governing entropy evolution acquires a Schrödinger-type structure. This provides a geometric resolution of the apparent distinction between classical stochastic behaviour and quantum dynamics. These results show that stochastic behaviour, thermodynamic irreversibility, and quantum transition amplitudes are unified within the moving manifold framework. Geometry does not merely accommodate stochasticity; stochastic behaviour arises as a consequence of deterministic geometric evolution. The theory predicts curvature-controlled anisotropic diffusion, entropy jumps at topology-changing events, and a geometric thermal-quantum crossover in which classical stochastic weights and quantum amplitudes are generated by the same curvature-kinetic action.
The absence of a common mathematical structure underlying quantum theory and relativistic physics remains a central obstacle to unification. While relativity is formulated in terms of spacetime geometry and covariance, quantum theory is intrinsically probabilistic, relying on amplitudes, uncertainty, and statistical interpretation. Existing unification programs typically attempt to quantize geometry or to geometrize quantum fields, but the probabilistic structure itself is rarely treated as a fundamental geometric object. In this paper, we propose a unified description of relativistic and quantum dynamics based on probabilistic geometry. Probability densities are taken as primary variables and are endowed with an intrinsic information–geometric structure defined by the Fisher–Rao metric. Within this framework, physical motion is described as the covariant evolution of probability distributions on a statistical manifold rather than as trajectories in a preassigned phase space or Hilbert space. The central result is a unified probabilistic–geometric field equation in which the relativistic d’Alembertian acting on the probability density is coupled to the scalar curvature of the associated information manifold. In an appropriate nonrelativistic limit, this equation reproduces the quantum potential as a curvature term, establishing a direct correspondence between quantum effects and informational geometry. Relativistic covariance is preserved throughout, allowing quantum and relativistic structures to appear as different regimes of a single probabilistic equation. The proposed framework does not introduce new particles, interactions, or quantization postulates. Instead, it provides a structural unification in which quantum and relativistic features emerge from the geometry of probability itself.