4 papers
Readout Orientation Controls Measurement-Accessible Quantum Tangent Geometry
Marwan Ait Haddou
A fixed quantum measurement can expose substantially more tangent information than a restricted observable readout retains. We study this second restriction. For a normalized covar…
Readout-Rank Laws for Isotropic Quantum Tangents
Marwan Ait Haddou
Deep parameterized quantum circuits may remain sensitive to a parameter change while the observables retained by a learning model barely respond. We study this separation for a fix…
Sculpting Quantum Landscapes: Fubini-Study Metric Conditioning for Geometry Aware Learning in Parameterized Quantum Circuits
Marwan Ait Haddou, Mohamed Bennai
We present a novel meta learning framework called Sculpture that explicitly conditions the Fubini Study metric tensor of parameterized quantum circuits to mitigate barren plateaus…
HQCM-EBTC: A Hybrid Quantum-Classical Model for Explainable Brain Tumor Classification
Marwan Ait Haddou, Mohamed Bennai
We propose HQCM-EBTC, a hybrid quantum-classical model for automated brain tumor classification using MRI images. Trained on a dataset of 7,576 scans covering normal, meningioma, g…