lipEstimation
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Lipschitz Estimation
Repository for the paper Lipschitz Regularity of deep neural networks: analysis and efficient estimation
Basic Python dependencies needed: PyTorch >= 0.3
Code organisation
-
lipschitz_approximations.py
: many estimators -
lipschitz_utils.py
: toolbox for the different estimators -
seqlip.py
: SeqLip and GreedySeqLip -
training.py
: general scheme for train/test -
utils.py
: utility functions