Giter Club home page Giter Club logo

Comments (2)

williamleif avatar williamleif commented on July 20, 2024

This is unintentional and means that our learning rate is effectively scaled (unnecessarily) by the batch size. I've removed it and will update the paper to reflect the unscaled learning rate values (camera-ready will be submitted to arxiv today, or very early tomorrow).

I will also add an acknowledgement to you in the paper. Rex and I really appreciate your comments, questions, and careful reading of our code.

Also, note that the hinge_loss turned out to be much better than the xent loss in follow-up work. We are keeping the xent loss (and other hyperparameter) settings as they were in the original NIPS submission, because they were designed to give a fair comparison to node2vec etc., but I recommend the hinge_loss if you want to do link prediction-like tasks.

from graphsage.

bkj avatar bkj commented on July 20, 2024

OK makes sense -- figured it was a bug.

Thanks for the acknowledgement -- I really appreciate you guys releasing the code in the first place!

Good to know about the hinge loss -- I'll implement that in my fork.

One more question -- do you have the parameters for the unsupervised reddit benchmarks written down somewhere?

from graphsage.

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.