Unlearnable-Examples | Unlearnable Examples : Making Personal Data Unexploitable

 by   HanxunH Python Version: Current License: No License

kandi X-RAY | Unlearnable-Examples Summary

kandi X-RAY | Unlearnable-Examples Summary

Unlearnable-Examples is a Python library. Unlearnable-Examples has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

Code for ICLR2021 Spotlight Paper "Unlearnable Examples: Making Personal Data Unexploitable " by Hanxun Huang, Xingjun Ma, Sarah Monazam Erfani, James Bailey, Yisen Wang.
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            kandi-support Support

              Unlearnable-Examples has a low active ecosystem.
              It has 27 star(s) with 2 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 1 have been closed. On average issues are closed in 1 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of Unlearnable-Examples is current.

            kandi-Quality Quality

              Unlearnable-Examples has 0 bugs and 0 code smells.

            kandi-Security Security

              Unlearnable-Examples has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              Unlearnable-Examples code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              Unlearnable-Examples does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              Unlearnable-Examples releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed Unlearnable-Examples and discovered the below as its top functions. This is intended to give you an instant insight into Unlearnable-Examples implemented functionality, and help decide if they suit your requirements.
            • Train and evaluate the model
            • Add a file handler
            • Return the number of classification for a given dataset
            • Get a trained model
            • Sample a model - wise perturbation
            • Min - attack minimization
            • Evaluate sample - wise perturbation
            • Performs min - max attack
            • Generate policy decoder
            • Augment the list of images
            • Perform the forward computation
            • Setup a logger
            • Add a file handler to logger
            • Calculate the padding value for the given padding
            • Evaluate a GPD white box
            • Load model results
            • Load pretrained model weights
            • Forward a file from src_fd to dst_stream
            • Augment list of all oeprations
            • Autocomplete for autaug
            • Forward the convolution layer
            • Execute a command
            • Universal perturbation model
            • Evaluate a TFA
            • Compute the Convolution layer
            • Execute a function on multiple threads
            • Forward computation
            • Download the tarball
            Get all kandi verified functions for this library.

            Unlearnable-Examples Key Features

            No Key Features are available at this moment for Unlearnable-Examples.

            Unlearnable-Examples Examples and Code Snippets

            No Code Snippets are available at this moment for Unlearnable-Examples.

            Community Discussions

            No Community Discussions are available at this moment for Unlearnable-Examples.Refer to stack overflow page for discussions.

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install Unlearnable-Examples

            In the notebook, you can find the minimal implementation for generating sample-wise unlearnable examples on CIFAR-10. Please remove mlconfig from models/__init__.py if you only using the notebook and copy paste the model to the notebook.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            https://github.com/HanxunH/Unlearnable-Examples.git

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            gh repo clone HanxunH/Unlearnable-Examples

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            git@github.com:HanxunH/Unlearnable-Examples.git

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