3 papers
quant-ph2025
Formal Verification of Variational Quantum Circuits
Nicola Assolini, Luca Marzari, Isabella Mastroeni +1
Variational quantum circuits (VQCs) are a central component of many quantum machine learning algorithms, offering a hybrid quantum-classical framework that, under certain aspects,…
cs.LG2025
Probabilistically Tightened Linear Relaxation-based Perturbation Analysis for Neural Network Verification
Luca Marzari, Ferdinando Cicalese, Alessandro Farinelli
We present robabilistically ightened near elaxation-based erturbation nalysis (), a nove…
cs.AI2025
Advancing Neural Network Verification through Hierarchical Safety Abstract Interpretation
Luca Marzari, Isabella Mastroeni, Alessandro Farinelli
Traditional methods for formal verification (FV) of deep neural networks (DNNs) are constrained by a binary encoding of safety properties, where a model is classified as either saf…