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quant-ph2025
Benchmarking data encoding methods in Quantum Machine Learning
Orlane Zang, Grégoire Barrué, Tony Quertier
Data encoding plays a fundamental and distinctive role in Quantum Machine Learning (QML). While classical approaches process data directly as vectors, QML may require transforming…
quant-ph2025
Layered Uploading for Quantum Convolutional Neural Networks
Grégoire Barrué, Tony Quertier, Orlane Zang
Continuing our analysis of quantum machine learning applied to our use-case of malware detection, we investigate the potential of quantum convolutional neural networks. More precis…