Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.
MIT License
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Minimal implementation of PAWS (https://arxiv.org/abs/2104.13963) in TensorFlow.
Training neural models with structured signals.
[NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training
Implementation of MAXIM in TensorFlow.
Contains materials for workshops pertaining to adversarial robustness in deep learning.
Implements sharpness-aware minimization (https://arxiv.org/abs/2010.01412) in TensorFlow 2.
Shows how to create basic image adversaries, and train adversarially robust image classifiers (to...