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Lipschitz constant estimator #30

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thib-s opened this issue Aug 9, 2021 · 1 comment
Open

Lipschitz constant estimator #30

thib-s opened this issue Aug 9, 2021 · 1 comment
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enhancement New feature or request
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@thib-s
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thib-s commented Aug 9, 2021

The function evaluate_lip_const in the deel.lip.utils module use a sampled method. Although this is acceptable in a low dimensional space (as done in tests) the measured constant can be heavily underestimated in high dimensional space.

There is a need of building a module to evaluate accurately the lipschitz constant of a layer. Especially for Dense and Conv layers.

@thib-s thib-s added the enhancement New feature or request label Aug 9, 2021
@thib-s thib-s added this to the 1.2 milestone Aug 9, 2021
@thib-s thib-s modified the milestones: 1.2, 1.3 Sep 10, 2021
@thib-s thib-s modified the milestones: 1.3, 1.4 Aug 29, 2022
@cofri
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cofri commented Oct 27, 2023

Do we consider this issue solved with PR #81?

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