Git Product home page Git Product logo

Comments (4)

mihirkhandekar avatar mihirkhandekar commented on June 12, 2024 2

Thank you for providing the additional information. Model A can be used as a shadow model to evaluate the performance of your membership inference model on Model B.
Thank you for the diagram as well, it is a good representation of the data. However, I would like to point out that the non-member set does not have an intersection with the cifar100_train.txt.npy, since this file is only generated using the training data (Member set).

from ml_privacy_meter.

gongzhimin avatar gongzhimin commented on June 12, 2024 2

I get that. It's my mistake.
image
And thank you for your reply (^_^)

from ml_privacy_meter.

mihirkhandekar avatar mihirkhandekar commented on June 12, 2024 1

Thanks for pointing out this issue. We will test it and fix the issue in the code accordingly.

from ml_privacy_meter.

gongzhimin avatar gongzhimin commented on June 12, 2024 1

Hello, more information provided to help you:
The error shot me after this line of code was commented out.
image
Since I hope your tool can help to calculate the means and standard deviations, instead of assign them like hyperparameters.

And I have a question:
is your program an implementation of supervised training on shadow models?
Namely, is model A a shadow model of model B?
image

As the code shows me, it's assumed that a subset of the training set is known to the attacker
image
as well as some data from the same underlying distribution that is not contained in the training set.
image

image

Do I get it right? I'm sorry for my lack of expression.

from ml_privacy_meter.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.