XanaduAI / QHack2023

QHack 2023
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[Power-up] project_Amana #22

Open Amana-L opened 1 year ago

Amana-L commented 1 year ago

Project Name: Quantum-inspired Generative models Team Name: Amana

Which challenges would you like to submit your project for?

Power-Up plan: Recent literature suggests that generative models may be able to provide a particular quantum advantage in the NISQ era. For instance, by generating synthetic data with improved accuracy. This would significantly improve forecasting models on scarce data. Another interesting feature is the performance of the generative model being correlated to the entanglement capacity of the system, which emphasises the integral role the quantum circuit plays in bringing about this advantage.

I would like to implement the research from the following papers and extend it to gain an in-depth understanding in order to gauge its viability to different applications. This will require access to quantum hardware with > 12 qubits so I would greatly appreciate the power-up, which would enable me to gain a clearer picture of the quantum advantage it provides. https://www.zapatacomputing.com/publications/quantum-generative-models/ https://arxiv.org/pdf/2008.00691.pdf

Project Link: https://github.com/Amana-L/QHack2023-Amana

We allow Xanadu Quantum Technologies to share our email addresses with the Power-Up Sponsors for the purpose of facilitating the delivery of the Power-Ups.

Yes

(If applying for AWS’s credits) We have an AWS account

This is because the account ID is needed to give the power up. If you do not have a credit card, please contact AWS to find alternative access options. Yes

(If applying for IBM’s dedicated slots) We confirm that We have filled in the form with the preferred slots.

Yes

(If applying for IBM’s dedicated slots) We have obtained an IBM ID

Yes

alvaro-at-xanadu commented 1 year ago

Once you're ready, please make sure to link to the latest commit before 5 PM EST and not to the main branch.