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lipschitz-constant

Here are 4 public repositories matching this topic...

huanzhang12 / RecurJac-and-CROWN

Reference implementations for RecurJac, CROWN, FastLin and FastLip (Neural Network verification and robustness certification algorithms) [Do not use this repo, use https://github.com/Verified-Intelligence/auto_LiRPA instead]

robustness-verification crown-bounds jacobian-bounds robustness-certification recurjac lipschitz-constant

Updated Nov 23, 2019
Python

blaisedelattre / lip4conv

Code for Spectral Norm of Convolutional Layers with Circular and Zero Paddings and Efficient Bound of Lipschitz Constant for Convolutional Layers by Gram Iteration

spectral pytorch convolutional-layers norm lipschitz-regularization lipschitz-constant lipschitz-network

Updated Feb 2, 2024
Python

WGAN-learns-the-distributon-of-a-MoG

EliaFantini / WGAN-learns-the-distributon-of-a-MoG

A Wasserstein Generative Adversarial Network that learns the distribution of a Mixture of Gaussian, using weight clipping or spectral normalization

python data-science machine-learning pytorch generative-adversarial-network gan matplotlib gif-animation minimax-algorithm wasserstein-gan spectral-normalization anaconda3 mixture-of-gaussians lipschitz-regularization lipschitz-constant weight-clip

Updated Sep 25, 2022
Python

Di40 / Optimisation-BCGD-SemiSupervised

Comparison of Gradient Descent and Block Coordinate Gradient Descent methods through a semi supervised learning problem.

semi-supervised-learning gradient-descent armijo lipschitz-constant block-coordinate-gradient-descent gauss-southwell-rule

Updated Oct 21, 2023
Python

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