Global Convergence in Learning Fully-Connected ReLU Networks Via Un-rectifying Based on the Augmented Lagrangian Approach

Author:

Tung Shih-Shuo,Chung Ming-Yu,Ho Jinn,Hwang Wen-LiangORCID

Publisher

Springer Science and Business Media LLC

Reference47 articles.

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2. Glorot, X., Bordes, A., Bengio, Y.: Deep sparse rectifier neural networks. In: Proceedings of the 14th International Conference on Artificial Intelligence and Statistics, Vol. 15, pp. 315–323. PMLR (2011)

3. Arora, R., Basu, A., Mianjy, P., Mukherjee, P.: Understanding deep neural networks with rectified linear units. In: International Conference on Learning Representations (ICLR) (2018)

4. Hwang, W.-L., Tung, S.-S.: Analysis of function approximation and stability of general dnns in directed acyclic graphs using un-rectifying analysis. Electronics 12(18), 3858 (2023)

5. Heinecke, A., Ho, J., Hwang, W.-L.: Refinement and universal approximation via sparsely connected Relu convolution nets. IEEE Signal Process. Lett. 27, 1175–1179 (2020)

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