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Hello,
It seems that this repo is mainly for training NN to restrict the upper bounds of local Lipschitz constants on a dataset. I am wondering is there a way to simply extract the local Lipschitz…
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I'm trying to apply your work to the regression problem. Nevertheless, I wonder if I can use any loss here or some special one. For example using MSE loss viable here ? (Since MSE is not Lipschitz for…
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Example: https://mila.quebec/en/publications/
It would be nice to reuse the same code as in the Mila website. Not sure if that's 'easily' possible via RTD
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Are certificates also available for non lipschitz trained models?
Example: If you look at your example 4 "HKR multiclass and fooling" and use the `vanilla_export()` already before the training (and…
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I've got an infinite horizon model with `terminate_on_cycle=true` and I've been looking at this section of the code.
```julia
# ===== Begin: starting state for infinite horizon =====
…
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**Date accepted:** 2022-09-20
Submitting Author Name: Eunseop Kim
Submitting Author Github Handle: @markean
Repository: https://github.com/markean/melt
Version submitted: 1.6.0.9000
Submissio…
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Currently, computing the log absolute determinant of the Jacobian (LADJ) is achieved via an explicit inversion of the flow result (say y) onto the input domain (say x). The gradient of the LADJ is use…
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Hi thanks for the list of papers, just found one that might be interesting.
* Lipschitz Recurrent Neural Networks. [ICLR21](https://arxiv.org/abs/2006.12070)
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Not sure if this is the right way to go about it so I'd like to ask what you all think... Would it make sense to make some adjoints for regularizers, and or attach them to specific layers?
ie:
```Ju…
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As the 2010’s draw to a close, it’s worth taking a look back at the monumental progress that has been made in Deep Learning in this decade.
Tags: deep_learning
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