Hybrid Quantum Neural Network in High-dimensional Data Classification

Hao-Yuan Chen, Yen-Jui Chang, Shih-Wei Liao, Ching-Ray Chang
12/2/2023
cs.LGcs.AIquant-ph

No official code found. Best implementation: Spiegeldondi/A-Hybrid-Quantum-Classical-Framework-for-Reinforcement-Learning-of-Atari-Games (0 stars, Apache-2.0, last commit 2025-03-25).

Abstract

The research explores the potential of quantum deep learning models to address challenging machine learning problems that classical deep learning models find difficult to tackle. We introduce a novel model architecture that combines classical convolutional layers with a quantum neural network, aiming to surpass state-of-the-art accuracy while maintaining a compact model size. The experiment is to classify high-dimensional audio data from the Bird-CLEF 2021 dataset. Our evaluation focuses on key metrics, including training duration, model accuracy, and total model size. This research demonstrates the promising potential of quantum machine learning in enhancing machine learning tasks and solving practical machine learning challenges available today.

View on arXivView PDF

Code Implementations(1)

Spiegeldondi/A-Hybrid-Quantum-Classical-Framework-for-Reinforcement-Learning-of-Atari-GamesCommunity100%
Apache-2.0

This repo explores the capabilities of hybrid quantum-classical models based on variational quantum algorithms (VQAs) in high dimensional reinforcement learning (RL) environments such as the Atari 2600 classics Pong and Breakout.

00PythonMay 5, 20241 years agoApache-2.0

Similar Papers

Quantum machine learning for image classification

91% match1 repo332023

Quantum Convolutional Neural Network: A Hybrid Quantum-Classical Approach for Iris Dataset Classification

90% match2024

Challenges and Opportunities in Quantum Machine Learning

90% match2023

Quantum Circuit-Based Learning Models: Bridging Quantum Computing and Machine Learning

90% match2026

Quantum Deep Learning: A Comprehensive Review

90% match2026

Quantum autoencoders for image classification

89% match1 repo2025

Cite this paper

@article{chen2023hybrid,
  title  = {Hybrid Quantum Neural Network in High-dimensional Data Classification},
  author = {Hao-Yuan Chen and Yen-Jui Chang and Shih-Wei Liao and Ching-Ray Chang},
  year   = {2023},
  eprint = {2312.01024},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2312.01024v1}
}

Add a badge to your README

Shows whether official code is linked for this paper.

Code of Paper badge
[![Code of Paper](https://codeofpaper.com/badge/2312.01024.svg)](https://codeofpaper.com/paper/2312.01024)

Discussion