auto_LiRPA VS mlattacks

Compare auto_LiRPA vs mlattacks and see what are their differences.

auto_LiRPA

auto_LiRPA: An Automatic Linear Relaxation based Perturbation Analysis Library for Neural Networks and General Computational Graphs (by Verified-Intelligence)
adversarial-machine-learning robustness robustness-verification adversarial-defense adversarial-examples ibp-bounds crown-bound certified-defense-models
Source Code
arxiv.org
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mlattacks

Machine Learning Attack Series (by wunderwuzzi23)
adversarial-machine-learning adversarial-examples Redteam Machinelearning adversarial-defense
Source Code
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auto_LiRPA mlattacks
1 2
265 47
2.3% -
4.2 2.4
about 1 month ago about 1 year ago
Python Jupyter Notebook
GNU General Public License v3.0 or later -
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

auto_LiRPA

Posts with mentions or reviews of auto_LiRPA. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-21.

mlattacks

Posts with mentions or reviews of mlattacks. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-01.

What are some alternatives?

When comparing auto_LiRPA and mlattacks you can also consider the following projects:

mn-bab - [ICLR 2022] Complete Verification via Multi-Neuron Relaxation Guided Branch-and-Bound

Made-With-ML - Learn how to design, develop, deploy and iterate on production-grade ML applications.

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

advertorch - A Toolbox for Adversarial Robustness Research

alpha-beta-CROWN - alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)

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

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

Machine-Learning-Tutorials - machine learning and deep learning tutorials, articles and other resources

auto_LiRPA vs mn-bab mlattacks vs Made-With-ML auto_LiRPA vs TextAttack mlattacks vs advertorch auto_LiRPA vs alpha-beta-CROWN mlattacks vs AIJack auto_LiRPA vs adversarial-robustness-toolbox mlattacks vs TextAttack mlattacks vs adversarial-robustness-toolbox mlattacks vs Machine-Learning-Tutorials