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Home/Authors/Lijian Jiang

Lijian Jiang

1 indexed paper

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26

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Comp. Eng.×1

Frequent co-authors

Xuehan Zhang1×
Eric T. Chung1×

Research Timeline

2026
MsFEM-Inspired CNNs with Transfer Learning for Multiscale Model Reduction

The paper proposes MITL, an MsFEM-inspired transfer learning strategy for CNN-based reduced-order models, enabling efficient and adaptable approximation of multiscale systems with minimal retraining.

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Papers

cs.CERecentMay 31, 2026

MsFEM-Inspired CNNs with Transfer Learning for Multiscale Model Reduction

Xuehan Zhang, Lijian Jiang, Eric T. Chung

The paper proposes MITL, an MsFEM-inspired transfer learning strategy for CNN-based reduced-order models, enabling efficient and adaptable approximation of multiscale systems with minimal retraining.

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