#Adversarial-machine-learning

Showing 34 of 34 repositories tagged #adversarial-machine-learning, ranked by stars

Trusted-AI
Trusted-AI
adversarial-robustness-toolbox

Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams

Score
100
β˜… 6.1k β‘‚ 1.3k +10/day
Python
Shawn-Shan
Shawn-Shan
fawkes

Fawkes, privacy preserving tool against facial recognition systems. More info at https://sandlab.cs.uchicago.edu/fawkes

Score
50
β˜… 5.5k β‘‚ 503 +1/day
Python
QData
QData
TextAttack

TextAttack πŸ™ is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/

Score
100
β˜… 3.4k β‘‚ 451 +4/day
Python
protectai
protectai
llm-guard

The Security Toolkit for LLM Interactions

Score
100
β˜… 3.2k β‘‚ 416 +14/day
Python
jiep
jiep
offensive-ai-compilation

A curated list of useful resources that cover Offensive AI.

Score
100
β˜… 1.4k β‘‚ 163 β€”
HTML
BorealisAI
BorealisAI
advertorch

A Toolbox for Adversarial Robustness Research

Score
79
β˜… 1.4k β‘‚ 197 +1/day
Jupyter Notebook
safe-graph
safe-graph
graph-adversarial-learning-literature

A curated list of adversarial attacks and defenses papers on graph-structured data.

Score
74
β˜… 860 β‘‚ 132 β€”
chawins
chawins
llm-sp

Papers and resources related to the security and privacy of LLMs πŸ€–

Score
63
β˜… 579 β‘‚ 42 β€”
Python
Koukyosyumei
Koukyosyumei
AIJack

Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)

Score
95
β˜… 429 β‘‚ 67 β€”
C++
MinghuiChen43
MinghuiChen43
awesome-trustworthy-deep-learning

A curated list of trustworthy deep learning papers. Continually updating...

Score
89
β˜… 388 β‘‚ 45 β€”
ebagdasa
ebagdasa
backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

Score
58
β˜… 383 β‘‚ 84 +1/day
Python
alexdevassy
alexdevassy
Machine_Learning_CTF_Challenges

Hack AI/ML applications β€” CTF challenges for model attacks, LLMs and AI Agent exploitation.

Score
84
β˜… 245 β‘‚ 34 +3/day
Python
pralab
pralab
secml

A Python library for Secure and Explainable Machine Learning

Score
83
β˜… 192 β‘‚ 27 β€”
Jupyter Notebook
milaan9
milaan9
Deep_Learning_Algorithms_from_Scratch

This repository explores the variety of techniques and algorithms commonly used in deep learning and the implementation in MATLAB and PYTHON

Score
0
β˜… 178 β‘‚ 172 β€”
Jupyter Notebook
safellama
safellama
plexiglass

A toolkit for detecting and protecting against vulnerabilities in Large Language Models (LLMs).

Score
68
β˜… 153 β‘‚ 18 β€”
Python
JosephTLucas
JosephTLucas
HackThisAI

Adversarial Machine Learning (AML) Capture the Flag (CTF)

Score
32
β˜… 116 β‘‚ 14 β€”
Jupyter Notebook
ALFA-group
ALFA-group
robust-adv-malware-detection

[IEEE S&P Workshop 2018] "Adversarial Deep Learning for Robust Detection of Binary Encoded Malware" Abdullah Al-Dujaili, Alex Huang, Erik Hemberg, Una-May O’Reilly

Score
42
β˜… 110 β‘‚ 39 β€”
Python
iArunava
iArunava
scratchai

scratchai is a Deep Learning library that aims to store all Deep Learning algorithms. With easy calls to do all the common tasks in AI.

Score
0
β˜… 97 β‘‚ 18 β€”
Python
bogdan-kulynych
bogdan-kulynych
textfool

Plausible looking adversarial examples for text classification

Score
67
β˜… 94 β‘‚ 31 β€”
Python
trojai
trojai
trojai

A repository to quickly generate synthetic data and associated trojaned deep learning models

Score
50
β˜… 84 β‘‚ 25 β€”
Python
poloclub
poloclub
jpeg-defense

SHIELD: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression

Score
26
β˜… 82 β‘‚ 8 β€”
Python
airalcorn2
airalcorn2
strike-with-a-pose

A simple GUI tool for generating adversarial poses of objects.

Score
33
β˜… 77 β‘‚ 16 β€”
Python
val-iisc
val-iisc
GD-UAP

Generalized Data-free Universal Adversarial Perturbations

Score
17
β˜… 73 β‘‚ 14 β€”
Python
xirui-li
xirui-li
DrAttack

Official implementation of paper: DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers

Score
50
β˜… 69 β‘‚ 13 β€”
JavaScript
advboxes
advboxes
perceptron-benchmark

Robustness benchmark for DNN models.

Score
21
β˜… 66 β‘‚ 15 β€”
Python
ocatak
ocatak
6g-channel-estimation-dataset

6G Wireless Communication Security - Deep Learning Based Channel Estimation Dataset

Score
16
β˜… 59 β‘‚ 13 β€”
Jupyter Notebook
Western-OC2-Lab
Western-OC2-Lab
AutoML-and-Adversarial-Attack-Defense-for-Zero-Touch-Network-Security

This repository includes code for the AutoML-based IDS and adversarial attack defense case studies presented in the paper "Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis" published in IEEE Transactions on Network and Service Management.

Score
47
β˜… 45 β‘‚ 13 β€”
Jupyter Notebook
softsys4ai
softsys4ai
athena

Athena: A Framework for Defending Machine Learning Systems Against Adversarial Attacks

Score
0
β˜… 44 β‘‚ 10 β€”
Python
dependable-cps
dependable-cps
adversarial-MTSR
Score
11
β˜… 30 β‘‚ 16 β€”
Python
keirsalterego
keirsalterego
jailbreak-fable

High-fidelity Claude Fable 5 (Mythos) environment emulation and automated multi-agent jailbreak (Pack Hunt) research laboratory.

Score
53
β˜… 28 β‘‚ 10 +2/day
JavaScript
dependable-cps
dependable-cps
AdversarialAttack-PHM
Score
5
β˜… 28 β‘‚ 12 β€”
Python
shahrukhx01
shahrukhx01
adversarial-ml-101

A beginner friendly repository for getting started with adversarial machine learning in PyTorch

Score
0
β˜… 26 β‘‚ 3 β€”
Jupyter Notebook
AJAkil
AJAkil
LLMalMorph

This repository contain the tool LLMalMorph, a semi automated tool that utilize Large Language Models(LLMs) to generate malware variants from existing malware source code with prompt engineering

Score
0
β˜… 12 β‘‚ 1 β€”
Python
man3kin3ko
man3kin3ko
awesome-adversarial-machine-learning

A curated list of awesome AML attacks and defences frameworks and resources.

Score
37
β˜… 10 β‘‚ 4 β€”
Related Topics
#deep-learning#machine-learning#adversarial-attacks#security#cybersecurity#adversarial-examples#artificial-intelligence#llm#pytorch#privacy#ai#attack

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