QHack2021

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Sound-Classification-using-Quanvolutional-Neural-Networks

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Team Name: Two Bits in a Box Project Description: Sound classification is one of the popular topics in the classical machine learning literature eg.[1],[2]. One of the used methods is...

Abou-el-ela

[ENTRY][Floq] Performance Evaluation of Hybrid Quantum-Classical Object Detection Network

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### Team Name: QuantumTunnelers ### Project Description: Our project aims to create a hybrid model of popular object detection networks. Primarily, we are focusing on [RetinaNet](https://arxiv.org/abs/1708.02002) with a [MobileNet](https://arxiv.org/abs/1704.04861) (and...

RKHashmani

[ENTRY] Quantum enhanced convolutional filter

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### Team Name: CCH ### Project Description: The emerging field of hybrid quantum-classical algorithms joins CPUs and QPUs to speed-up/improve specific calculations within a classical algorithm. This allows for shorter...

RicardoGaGu

[ENTRY] QC-AAN for HEP

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### Team Name: QC@UCI ### Project Description: To enhance the Generative Adversarial Networks (GAN) used in the High Energy Physics (HEP) community for fast event simulation with Quantum Circuit Born...

TDHTTTT

[ENTRY] Step globally, grad locally: circuit optimization with GRAFS

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### Team Name: zer0dynamics ### Project Description: Gradient ascent in function space (GRAFS) [1] is an algorithm for optimal control synthesis that leverages functional expansions of control fields, and gradient-based...

zerodynamics

[ENTRY] A quantum variational approach to data classification and the potential for Quantum Advantage

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### Team Name: Q-Reply ### Project Description: In the latest years more and more attention has been drawn to the application of Quantum Computing to Machine Learning. Classical computers are...

alessandrofarace

[ENTRY] Feeding many trolls

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### Team Name: Team qumulus nimbus Praveen Jayakumar [email protected] ### Project Description: We provide a pennylane implementation of single qubit universal quantum classifier similar to that presented in [1] and...

Praveen91299

[ENTRY] Event Classification with Layer-wise Learning for Data Re-uploading Classifier in High Energy Physics

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**Team name:** Entangeled_Nets [@eraraya-ricardo](https://github.com/eraraya-ricardo) [@VoicuTomut](https://github.com/VoicuTomut) [@T0gan](https://github.com/T0gan) **Project Description:** The large experiments conducted in the field of particle physics require the detection and analysis of data produced in particle collisions that...

timakhoff

[ENTRY] Image Generation and Distribution Loading with Quantum Generative Adversarial Networks

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### Team Name: Penn Ave Fish Company ### Project Description: #### Introduction A prerequisite for quantum algorithms to outperform their classical counterparts lies in the ability to efficiently load the...

Allenator

[ENTRY] Quantum Optimal Subarchitecture Extraction (QOSE)

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### Team Name: *Many body system* ### Project Description: Training a quantum classifier on a classical data set is no easy feat, and one of the key issues for getting...

therooler