Work

AttnPINNs: Physics-Informed Neural Networks under the Self-Attention Mechanism for Solving Partial Differential Equations

Year: 2026

Type: article

Source: SIAM Journal on Scientific Computing

DOI: 10.1137/24m1706670

Authors: Jin Song, Zhenya Yan

Institutions: Chinese Academy of Sciences, Academy of Mathematics and Systems Science, University of Chinese Academy of Sciences, Zhongyuan University of Technology

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

Open Access status: closed

Funder: National Natural Science Foundation of China

Award: G6424238467

OpenAlex ID: W7168944191

FWCI:

Cites: 84

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