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Quantum Machine Learning Using Quantum Illumination With Quantum Enhanced Interference

arXiv
Authors: Pallab Biswas, Tamal Maity

Year

2026

Paper ID

3369

Status

Preprint

Abstract Read

~2 min

Abstract Words

154

Citations

N/A

Abstract

Quantum Machine Learning(QML) is developed by combining quantum mechanics principles with classical machine learning techniques in a hybrid framework that can give faster, exponential, more efficient power of quantum computing with the data driven intelligence. Quantum illumination(QI) is the quantum mechanical technique along with analysis of light matter interaction from source to detection end that connects quantum principle to hardware implementation. Superposition and entanglement control are deeply needed for the information-qubit processing in quantum computing. Improvement of measurement and performance are directly linked to detecting weak signal or intensity. This paper motivated that using quantum-enhanced technique how we can analysis previous superposition of qubit state which can clearly analyzed quantum interference diffraction patterns and its superposition using double slit experiment. Then constructed quantum neural network back propagation technique such that can give information of qubit position in any previous superposition state. Which is very import for any quantum optimization and search algorithm.

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  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
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  • Quantum Machine Learning(QML) is developed by combining quantum mechanics principles with classical machine learning techniques in a hybrid framework that can give faster...

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Current Paper #3369 #69034 Hardware-aware Low-latency Quan... #69025 Machine-Learning Optimization a... #69003 QBugLM: An Agentic Benchmarking... #68993 Tomography of quantum states wi...

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