Quantum Stochastic Gradient Descent in its continuous-time limit based on the Wigner formulation of Open Quantum Systems
Quantum Physics
2025-10-31 v1 Numerical Analysis
Mathematical Physics
math.MP
Numerical Analysis
Optimization and Control
Computational Physics
Abstract
The main ideas behind a research plan to use the Wigner formulation as a bridge between classical and quantum probabilistic algorithms are presented, focusing on a particular case: the Quantum analog of Stochastic Gradient Descent in its continuous-time limit based on the Wigner formulation of Open Quantum Systems.
Cite
@article{arxiv.2510.25910,
title = {Quantum Stochastic Gradient Descent in its continuous-time limit based on the Wigner formulation of Open Quantum Systems},
author = {Jose A. Morales Escalante},
journal= {arXiv preprint arXiv:2510.25910},
year = {2025}
}
Comments
28 page draft pre-print