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Alexander Matyasko's Projects

adversarial-robustness-toolbox icon adversarial-robustness-toolbox

Python library for adversarial machine learning (evasion, extraction, poisoning, verification, certification) with attacks and defences for neural networks, logistic regression, decision trees, SVM, gradient boosted trees, Gaussian processes and more with multiple framework support

all-the-icons.el icon all-the-icons.el

A utility package to collect various Icon Fonts and propertize them within Emacs.

cifar10_challenge icon cifar10_challenge

A challenge to explore adversarial robustness of neural networks on CIFAR10.

cleverhans_tf2 icon cleverhans_tf2

A library for benchmarking vulnerability to adversarial examples (auto upgrade to tensorflow 2.0)

cpgd icon cpgd

This repository is the official implementation of https://arxiv.org/abs/2106.01538

foolbox icon foolbox

A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX

linear-region-attack icon linear-region-attack

A powerful white-box adversarial attack that exploits knowledge about the geometry of neural networks to find minimal adversarial perturbations without doing gradient descent

margin_maximization icon margin_maximization

Reference implementation of "Margin Maximization for Robust Classification using Deep Learning"

mnist_challenge icon mnist_challenge

A challenge to explore adversarial robustness of neural networks on MNIST.

org-roam-ui icon org-roam-ui

A graphical frontend for exploring your org-roam Zettelkasten

org-similarity icon org-similarity

Emacs package that helps org-mode users (re)discover similar documents

spacemacs icon spacemacs

A community-driven Emacs distribution - The best editor is neither Emacs nor Vim, it's Emacs *and* Vim!

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

theano icon theano

Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.

trades icon trades

TRADES (TRadeoff-inspired Adversarial DEfense via Surrogate-loss minimization)

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