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

A novel methodology is proposed that explicitly balances the trade-off among detection performance, computational requirements, and robustness, and introduces system-level threat models that capture how attackers exploit different degrees of knowledge to evade the entire Compound AI System rather than isolated detector...

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