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Intro
-----
**Detox** is an open source software library for machine learning
security. It contains tools for adversarial example generation and
provides a framework for building new types of attack methods.
Currently in the dev stage.
Attacks
-------
Available attack algorithms implemented in Detox:
- Fast Gradient Methods (FGM/FGSM)
```Tutorial`` </tutorial/source/fgsm.ipynb>`__
- Basic Iterative
```Tutorial`` </tutorial/source/basic_iterative.ipynb>`__
- Momentum Iterative
```Tutorial`` </tutorial/source/momentum_iterative.ipynb>`__
- DeepFool
- Universal Adversarial Perturbation (UAP)
- Jacobian-based Saliency Map Approach (JSMA)
- One Pixel Attack
- LBFGS
- Carlini Wagner L2
- Carlini Wagner L-inf
- Feature Adversaries
- Boundary Attack
- Elastic Net
- Natural Adversarial Examples (NAE)
The Team
~~~~~~~~
Detox is a community driven project. The project was initiated by
machine learning security team @ `KakaoBrain <kakaobrain.com>`__.
.. |license| image:: https://img.shields.io/github/license/mashape/apistatus.svg
Metadata
Release files for dtox 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| dtox-0.1.0.tar.gz | 17.9 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| dtox-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 44.5 kB
Release files / dtox-0.1.0.tar.gz
| Download URL | dtox-0.1.0.tar.gz |
|---|---|
| Size | 17.9 kB |
| Tags | Source |
|
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Release files / dtox-0.1.0-py3-none-any.whl
| Download URL | dtox-0.1.0-py3-none-any.whl |
|---|---|
| Size | 26.7 kB |
| Tags | Python 3 |
|
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