3 papers
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…
cs.CR2025
Semantic Preprocessing for LLM-based Malware Analysis
Benjamin Marais, Tony Quertier, Grégoire Barrue
In a context of malware analysis, numerous approaches rely on Artificial Intelligence to handle a large volume of data. However, these techniques focus on data view (images, sequen…
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…