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Physical Review Research

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Laser Optoelectron. Prog. (1)

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Physics-informed time series analysis with Kolmogorov-Arnold networks under Ehrenfest constraints

Abhijit Sen ^1,*, Illya V. Lukin ^2,3,†, Kurt Jacobs ^4,5,‡, Lev Kaplan ^1,§, Andrii G. Sotnikov ^2,3,∥, and Denys I. Bondar ^1,¶

¹Department of Physics and Engineering Physics, Tulane University, New Orleans, Louisiana 70118, USA
²Karazin Kharkiv National University, Svobody Square 4, 61022 Kharkiv, Ukraine
³Akhiezer Institute for Theoretical Physics, NSC KIPT, Akademichna 1, 61108 Kharkiv, Ukraine
⁴United States DEVCOM Army Research Laboratory, Adelphi, Maryland 20783, USA
⁵Department of Physics, University of Massachusetts at Boston, Boston, Massachusetts 02125, USA

^*Contact author: abhijit913@gmail.com
^†Contact author: illya.lukin11@gmail.com
^‡Contact author: dr.kurt.jacobs@gmail.com
^§Contact author: lkaplan@tulane.edu
^∥Contact author: a_sotnikov@kipt.kharkov.ua
^¶Contact author: dbondar@tulane.edu

人工智能在高次谐波模拟与预测中的研究进展（特邀）

吴文姝 Wu Wenshu, 赵世舜 Zhao Shishun, 邹永魁 Zou Yongkui, and 杨玉军 Yang Yujun

Laser Optoelectron. Prog. 63 1132007 (2026)

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