4 papers
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…
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…
From Stochastic Zakharov System to Multiplicative Stochastic Nonlinear Schr{ö}dinger Equation
Grégoire Barrué, Anne de Bouard, Arnaud Debussche
We study the convergence of a Zakharov system driven by a time white noise, colored in space, to a multiplicative stochastic nonlinear Schr{ö}dinger equation, as the ion-sound spe…
A Lean Transformer Model for Dynamic Malware Analysis and Detection
Tony Quertier, Benjamin Marais, Grégoire Barrué +3
Malware is a fast-growing threat to the modern computing world and existing lines of defense are not efficient enough to address this issue. This is mainly due to the fact that man…