LNN-PINN: A unified physics-only training framework with liquid residual blocks

Computer Physics Communications 2026 Open access

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Authors: Ze Tao, Hanxuan Wang, Fujun Liu
DOI: 10.1016/j.cpc.2026.110237
Cited by: 1
References: 35

Fields of Study & Subjects

Model Reduction and Neural Networks Machine Learning in Materials Science Neural Networks and Reservoir Computing

Publication details

Journal / source
Computer Physics Communications
Publisher
Elsevier BV
Volume
326
Pages
110237–110237
Publication date
23 May 2026
Language
EN