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Code supporting "A lifted Bregman formulation for the inversion of deep neural networks"

Repository URI

https://www.repository.cam.ac.uk/handle/1810/353726

Repository DOI

https://doi.org/10.17863/CAM.94404
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Files

Numerical Example - Perceptron Inversion (circle).ipynb (151.41 KB)
 Numerical Example - Perceptron Inversion (MNIST).ipynb (127.5 KB)
 Numerical Example - MLP Inversion (MNIST).ipynb (143.73 KB)

Type

Software

Change log

Authors

Wang, Xiaoyu 
Benning, Martin 

Description

This file contains python notebooks for reproducing the numerical results in the "A lifted Bregman formulation for the inversion of deep neural networks" paper.

Version

Software / Usage instructions

Keywords

Deep learning, Optimisation

Publisher

Rights

MIT License
Sponsorship
EPSRC (2334019)
Engineering and Physical Sciences Research Council (2334019)
Relationships
Supplements:
https://www.repository.cam.ac.uk/handle/1810/354225
https://doi.org/10.3389/fams.2023.1176850

Collections

Research Data - Applied Mathematics and Theoretical Physics