locuslab / convex_adversarial
A method for training neural networks that are provably robust to adversarial attacks.
☆385Updated 3 years ago
Alternatives and similar repositories for convex_adversarial:
Users that are interested in convex_adversarial are comparing it to the libraries listed below
- LaTeX source for the paper "On Evaluating Adversarial Robustness"☆255Updated 4 years ago
- Countering Adversarial Image using Input Transformations.☆496Updated 3 years ago
- A challenge to explore adversarial robustness of neural networks on CIFAR10.☆494Updated 3 years ago
- Provable adversarial robustness at ImageNet scale☆386Updated 5 years ago
- TRADES (TRadeoff-inspired Adversarial DEfense via Surrogate-loss minimization)☆535Updated 2 years ago
- Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"☆225Updated 5 years ago
- Ensemble Adversarial Training on MNIST☆121Updated 7 years ago
- Code for "Robustness May Be at Odds with Accuracy"☆91Updated 2 years ago
- Datasets for the paper "Adversarial Examples are not Bugs, They Are Features"☆187Updated 4 years ago
- ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks☆170Updated 3 years ago
- Pytorch Adversarial Attack Framework☆78Updated 5 years ago
- Implementation of Papers on Adversarial Examples☆395Updated 2 years ago
- A curated list of awesome resources for adversarial examples in deep learning☆265Updated 4 years ago
- ☆246Updated 6 years ago
- A challenge to explore adversarial robustness of neural networks on MNIST.☆750Updated 2 years ago
- Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural trai…☆174Updated 11 months ago
- Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models (published in ICLR2018)☆239Updated 5 years ago
- ☆157Updated 4 years ago
- Code for "Black-box Adversarial Attacks with Limited Queries and Information" (http://arxiv.org/abs/1804.08598)☆177Updated 3 years ago
- Pytorch code to generate adversarial examples on mnist and ImageNet data.☆117Updated 6 years ago
- This repository contains a simple implementation of Interval Bound Propagation (IBP) using TensorFlow: https://arxiv.org/abs/1810.12715☆159Updated 5 years ago
- Code for paper "Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality".☆123Updated 4 years ago
- ☆87Updated 9 months ago
- Benchmarking and Visualization Tool for Adversarial Machine Learning☆187Updated 2 years ago
- The winning submission for NIPS 2017: Defense Against Adversarial Attack of team TSAIL☆235Updated 7 years ago
- [ICLR 2020] A repository for extremely fast adversarial training using FGSM☆441Updated 9 months ago
- Code for "Testing Robustness Against Unforeseen Adversaries"☆81Updated 9 months ago
- This is the reading list mainly on adversarial examples (attacks, defenses, etc.) I try to keep and update regularly.☆225Updated 5 years ago
- A library for experimenting with, training and evaluating neural networks, with a focus on adversarial robustness.☆935Updated last year
- VizSec17: Web-based visualization tool for adversarial machine learning / LiveDemo☆130Updated last year