Deep Learning Optimization

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[3] S. Liang, S. W. Jiang, J. Harlim, H. Yang^*, Solving PDEs on Unknown Manifolds with Machine Learning. Applied and Computational Harmonic Analysis, 2024. [pdf] [doi]

[2] S. Liang^, L. Lyu^, C. Wang ^, H. Yang^*. Reproducing Activation Function for Deep Learning. Communication in Mathematical Sciences, 2024. [pdf] [doi]

[1] T. Luo^, H. Yang^*. Two-Layer Neural Networks for Partial Differential Equations: Optimization and Generalization Theory. Submitted. [pdf] 

^: Equal contribution; *: Corresponding author.