Code Monkey home page Code Monkey logo

gsoc-tests's Introduction

ML4SCI-GSoC-Tests

ML4SCI site

Tasks for E2E & CMS Learning Projects.

Tasks for Graph Neural Networks for End-to-End Particle Identification with the CMS Experiment.

Project: E2E

Refer E2E Idea list

Tasks for Graph Neural Network for Particle Momentum Estimation in the CMS Trigger System Project

Project CMS

Refer here

gsoc-tests's People

Contributors

sarithravi avatar

Stargazers

avatar

Watchers

avatar

gsoc-tests's Issues

Testing if `z` coordinate of GPE effects negatively for GCN layer

  • GCN layer is sensitive to distribution of node features. When graphs falling into separate classes, have less amount of similar node features among each other, GCN is powerful as much as WL-test. This explains why GCN outperformed GIN model in our case.(see this paper)
  • Knowing that, since all the nodes have a similar element (GPE value along depth dim which is fixed to 0.0) in their node feature, we suspect this element reduces performance of the GCN when dataset with GPE is fed. This hypothesis is yet to be checked.
  • check if GPE without z coordinate (let's denote GPE -xy) is more suited than GPE with z coordinate (GPE-xyz)

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.