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Physical Review A

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Mach. Learn.: Sci. Technol. (1)

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Unraveling quantum environments: Transformer-assisted learning in Lindblad dynamics

Chi-Sheng Chen¹ and En-Jui Kuo ^1,2

¹Department of Electrophysics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan, Republic of China
²Center for Theoretical and Computational Physics, National Yang Ming Chiao Tung University, Hsinchu 300093, Taiwan

Capturing reduced-order quantum many-body dynamics out of equilibrium via neural ordinary differential equations

Patrick Egenlauf, Iva Březinová, Sabine Andergassen, and Miriam Klopotek

Mach. Learn.: Sci. Technol. 7 025062 (2026)

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ISSN 2469-9934 (online), 2469-9926 (print).

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