mlattacks VS auto_LiRPA

Compare mlattacks vs auto_LiRPA and see what are their differences.

mlattacks

Machine Learning Attack Series (by wunderwuzzi23)
adversarial-machine-learning adversarial-examples Redteam Machinelearning adversarial-defense
Source Code
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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
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arxiv.org
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mlattacks auto_LiRPA
2 1
47 263
- 1.5%
2.4 4.2
12 months ago 21 days ago
Jupyter Notebook Python
- 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.

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.

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.

What are some alternatives?

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

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

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

advertorch - A Toolbox for Adversarial Robustness Research

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

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

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

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

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