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[ENTRY] Quantum Graph Neural Networks #141

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amirebrahimi opened this issue Feb 25, 2022 · 0 comments
Open

[ENTRY] Quantum Graph Neural Networks #141

amirebrahimi opened this issue Feb 25, 2022 · 0 comments
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Google Quantum AI Research Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-ai Hybrid Algorithms Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithms Science Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challenge Simulation Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challe Young Scientist Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-c

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@amirebrahimi
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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)
@isaacdevlugt isaacdevlugt added Google Quantum AI Research Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-ai Hybrid Algorithms Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithms Science Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challenge Simulation Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challe Young Scientist Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-c labels Feb 25, 2022
@amirebrahimi amirebrahimi mentioned this issue Feb 26, 2022
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Google Quantum AI Research Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#google-quantum-ai Hybrid Algorithms Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#hybrid-algorithms Science Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#science-challenge Simulation Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#simulation-challe Young Scientist Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#young-scientist-c
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@amirebrahimi @isaacdevlugt