Author

Luca Oneto

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Preprint Sep 2026

Windows Malware Detector as a Compound AI System: Trade-Offs in Accuracy, Efficiency, and Adversarial Robustness

Industrial Windows malware detectors are commonly described as Compound AI Systems composed of multiple heterogeneous components, including rule-based mechanisms as well as machine-learning-based static and dynamic analyses. However, due to industrial secrecy and limited public disclosure, the internal architectures of...

Andrea Ponte, Luca Demetrio, Luca Oneto et al. · 0 citations

Conference Open access Sep 2026

Leveraging Over-Parameterization to Improve the Verifiability of Neural Networks

It is demonstrated that over-parameterization can be exploited not merely to enhance generalization, but also to mitigate neuron instability, one of the parameters affecting the efficiency of verification.

A. Gimelli, Luca Oneto, A. Tacchella · Proceedings of the Thirty-Fi... · 0 citations

Preprint Jul 2026

Architectural Backdoors in Vision-Language Model Supply Chains via Representation Steering

This paper introduces dormant steering logic into the model architecture through a trigger-gated additive modification of an intermediate representation, without poisoning training data, controlling downstream fine-tuning, or modifying prompts at deployment time.

M. Briglia, Igor Maljkovic, A. E. Cinà et al. · 0 citations