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Open Quantum Systems Decoherence Quantum Machine Learning

Quantum Stochastic Gradient Descent in its continuous-time limit based on the Wigner formulation of Open Quantum Systems

arXiv
Authors: Jose A. Morales Escalante

Year

2025

Paper ID

17892

Status

Preprint

Abstract Read

~2 min

Abstract Words

48

Citations

N/A

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.

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  • 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...

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