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Physical Review E

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Phys. Rev. E (1)Phys. Rev. Research (1)

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Machine learning approach to fast thermal equilibration

Diego Rengifo ^*

Gabriel Téllez ^†

Departamento de Física, Universidad de los Andes, Bogotá 111711, Colombia and Institut für Physik und Astronomie, Technische Universität Berlin, Hardenbergstraße 36, D-10623 Berlin, Germany

Departamento de Física, Universidad de los Andes, Bogotá 111711, Colombia

^*Contact author: d.rengifo@uniandes.edu.co
^†Contact author: gtellez@uniandes.edu.co

Optimal computation from fluctuation responses

Jinghao Lyu, Kyle J. Ray, and James P. Crutchfield

Phys. Rev. Research 8 023253 (2026)

Time-energy trade-off in stochastic resetting using optimal control

Rémi Goerlich, Kristian Stølevik Olsen, Hartmut Löwen, and Yael Roichman

Phys. Rev. E 113 014103 (2026)

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ISSN 2470-0053 (online), 2470-0045 (print).

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