Author

Fabio Roli

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Preprint Jul 2026

EXE-Bench: Ranking the Tradeoffs of AI-based Windows Malware Detectors for Real-World Usability

ExE-Bench assesses performance, temporal and adversarial robustness, and computational overhead, aggregating them into a single score for direct and fair model comparison, and highlights how evaluations conducted only after deployment are suboptimal and unable to provide a complete picture of their performance.

Andrea Ponte, Daniel Gibert, M. Kozák et al. · 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