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Home/Authors/Masayuki Ohzeki

Masayuki Ohzeki

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26

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Disordered Systems and Neural Networks×1Quantum Physics×1Stats ML×1

Research Timeline

2026
Nonreversible Gauge Fields in Fokker--Planck Dynamics: Supersymmetric Hamiltonians and Learned Finite Forces

The paper reformulates nonreversible perturbations of Fokker--Planck dynamics as gauge fields, providing a unified operator viewpoint to analyze relaxation processes and develop methods for learning optimal non-equilibrium controls.

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Papers

cond-mat.dis-nnquant-phstat.MLRecentJun 4, 2026

Nonreversible Gauge Fields in Fokker--Planck Dynamics: Supersymmetric Hamiltonians and Learned Finite Forces

Masayuki Ohzeki

The paper reformulates nonreversible perturbations of Fokker--Planck dynamics as gauge fields, providing a unified operator viewpoint to analyze relaxation processes and develop methods for learning o…

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