This repository was archived by the owner on Dec 21, 2022. It is now read-only.
-
Notifications
You must be signed in to change notification settings - Fork 128
This repository was archived by the owner on Dec 21, 2022. It is now read-only.
[ENTRY] Quantum Graph Neural Networks #141
Copy link
Copy link
Open
Labels
Google Quantum AI Research ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-aiMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-aiHybrid Algorithms ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithmsMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithmsScience ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challengeSimulation ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challeYoung Scientist ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-cMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-c
Description
Metadata
Metadata
Assignees
Labels
Google Quantum AI Research ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-aiMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-aiHybrid Algorithms ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithmsMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithmsScience ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challengeSimulation ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challeYoung Scientist ChallengeMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-cMore details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-c
Team Name:
The Superpositioned States of America
Project Description:
Our work focuses on Quantum Graph Neural Networks (QGNNs), to solve the particle tracking reconstruction challenge. Specifically, we are looking to focus on the detailed analysis of the vanishing gradient problem, long training times, and how robust the overall approach is to noise from real quantum computers, which have been mentioned but not addressed yet in prior work. Our work aims to improve the viability of the QGNN method for particle tracking problems.
Presentation:
CERN_Project_Report.pdf
Source code:
https://github.com/amirebrahimi/QHack-2022-Hackathon
https://github.com/amirebrahimi/qtrkx-gnn-tracking/
Which challenges/prizes would you like to submit your project for?
CERN
AQT
Google Quantum
Simulation Challenge
Young Scientist (we have an undergrad from IQT)