Adversarial Robustness with Non-uniform Perturbations

Overview

Adversarial Robustness with Non-uniform Perturbations

This repository hosts the code to replicate experiments of the paper Adversarial Robustness with Non-uniform Perturbations for malware use-case.

Installation

Please first refer to https://github.com/elastic/ember and follow the instructions to download 2018 version of EMBER dataset and install ember package.

After installing ember, use pip to install the required packages for this project:

pip install -r requirements.txt

Usage

NonuniformRobustness.py

This file contains the following functions:

  • get_clean_data(data_dir) returns train and test sets of vectorized EMBER dataset features

  • get_adversarial_examples(data_dir, num_features, attack_name="GreedyNN") returns adversarial example set which is crafted by the specified problem space attack, e.g., Greedy attack (GreedyNN).

  • omega(num_features, perturbation_constraint="Uniform") computes the matrix Omega which is used in l2 PGD algorithm as a coefficient of delta perturbation constraint. Constraint type can be selected as "Uniform", "Pearson", "SHAP","Masked","Mahalanobis" and "Mahalanobis benign".

  • pgd_l2(model, X, y, config) returns delta perturbations to be added to training data during adversarial training. l2 PGD algorithm is applied according to the given configurations which contain omega matrix of previously selected perturbation_constraint.

  • get_trained_model returns adversarially trained model with l2 PGD algorithm and prints test performance on clean data and adversarial examples

Malware_demo.ipynb

Contains a demo of adversarial training a model with specified perturbation constraints. Clean accuracy on test set and defense success on adversarial examples are tested.

nonuniform_omega

Contains necessary data for Omega matrix calculation such as Pearson correlation coefficients, Shapley values, covariance matrix of the training set to calculate Mahalanobis distance and covariance matrix of only benign class for Mahalanobis benign.

Adversarial_example_sets

Contains the adversarial example sets generated by the winner attacks of malware evasion competition 2019.

Analisador de strings feito em Python // String parser made in Python

Este é um analisador feito em Python, neste programa, estou estudando funções e a sua junção com "if's" e dados colocados pelo usuário. Neste código,

Dev Nasser 1 Nov 03, 2021
Sudo type me a payload

payloadSecretary Sudo type me a payload Have you ever found yourself having to perform a test, and a client has provided you with a VM inside a VDI in

7 Jul 21, 2022
Blender addon - Breakdown in object mode

Breakdowner Breakdown in object mode Download latest Demo Youtube Description Same breakdown shortcut as in armature mode in object mode Currently onl

Samuel Bernou 4 Mar 30, 2022
Python MQTT v5.0 async client

gmqtt: Python async MQTT client implementation. Installation The latest stable version is available in the Python Package Index (PyPi) and can be inst

Gurtam 306 Jan 03, 2023
An experimental Python-to-C transpiler and domain specific language for embedded high-performance computing

An experimental Python-to-C transpiler and domain specific language for embedded high-performance computing

Andrea Zanelli 562 Dec 28, 2022
Twikoo自定义表情列表 | HexoPlusPlus自定义表情列表(其实基于OwO的项目都可以用的啦)

Twikoo-Magic 更新说明 2021/1/15 基于2021/1/14 Twikoo 更新1.1.0-beta,所有表情都将以缩写形式(如:[ text ]:)输出。1/14之前本仓库有部分表情text缺失及重复, 导致无法正常使用表情 1/14后的所有表情json列表已全部更新

noionion 90 Jan 05, 2023
Rufus port to linux, writed on Python3

Rufus-for-Linux Rufus port to linux, writed on Python3 Программа будет иметь тот же интерфейс что и оригинал, и тот же функционал. Программа создается

6 Jan 07, 2022
A python program for rick rolling people.

Rickware A python program for rick rolling people. (And annoying them too) What is rick roll? Read this wikipedia article - Rickrolling About program

2 Jan 18, 2022
Digdata presented 'BrandX' as a clothing brand that wants to know the best places to set up a 'pop up' store.

Digdata presented 'BrandX' as a clothing brand that wants to know the best places to set up a 'pop up' store. I used the dataset given to write a program that ranks these places.

Mahmoud 1 Dec 11, 2021
My solutions for the 2021's Advent of Code

Advent of Code 2021 My solutions for Advent of Code 2021. This year I am practicing Python 🐍 and also trying to develop my own language, Chocolate 🍫

Jakob Erzar 2 Dec 15, 2021
Anki cards generator for Leetcode

Leetcode Anki card generator Summary By running this script you'll be able to generate Anki cards with all the leetcode problems. I personally use it

Pavel Safronov 150 Dec 25, 2022
It is convenient to quickly import Python packages from the network.

It is convenient to quickly import Python packages from the network.

zmaplex 1 Jan 18, 2022
A test repository to build a python package and publish the package to Artifact Registry using GCB

A test repository to build a python package and publish the package to Artifact Registry using GCB. Then have the package be a dependency in a GCF function.

1 Feb 09, 2022
Simple script with AminoLab to send ghost messages

Simple script with AminoLab to send ghost messages

Moleey 1 Nov 22, 2021
emoji-math computes the given python expression and returns either the value or the nearest 5 emojis as measured by cosine similarity.

emoji-math computes the given python expression and returns either the value or the nearest 5 emojis as measured by cosine similarity.

Andrew White 13 Dec 11, 2022
A simple script written using symbolic python that takes as input a desired metric and automatically calculates and outputs the Christoffel Pseudo-Tensor, Riemann Curvature Tensor, Ricci Tensor, Scalar Curvature and the Kretschmann Scalar

A simple script written using symbolic python that takes as input a desired metric and automatically calculates and outputs the Christoffel Pseudo-Tensor, Riemann Curvature Tensor, Ricci Tensor, Scal

2 Nov 27, 2021
An extended version of the hotkeys demo code using action classes

An extended version of the hotkeys application using action classes. In adafruit's Hotkeys code, a macro is using a series of integers, assumed to be

Neradoc 5 May 01, 2022
Herramienta para pentesting web.

iTell 🕴 ¡Tool con herramientas para pentesting web! Metodos ❣ DDoS Attacks Recon Active Recon (Vulns) Extras (Bypass CF, FTP && SSH Bruter) Respons

1 Jul 28, 2022
Broken Link Finder is a Burp Extension to detect broken links for a passive scanning domains and links.

Broken Link Finder Broken Link Finder is a Burp Extension to detect broken links for a passive scanning domains and links. Inspired by InitRoot's link

Red Section 10 Sep 11, 2021
Got-book-6 - LSTM trained on the first five ASOIAF/GOT books

GOT Book 6 Generator Are you tired of waiting for the next GOT book to come out? I know that I am, which is why I decided to train a RNN on the first

Zack Thoutt 974 Oct 27, 2022