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

Published 29 Oct 2025 in quant-ph, cs.NA, math-ph, math.MP, math.NA, math.OC, and physics.comp-ph | (2510.25910v1)

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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