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Author

A. Giaretta

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#small language model Preprint Sep 2026

Towards Behavior Tree-Guided Vulnerability Detection with Lightweight LLMs

Large Language Models (LLMs) are increasingly used for software vulnerability detection, but their performance depends on how source code is represented in the input. Most prompting approaches use source code in its original form, while some works propose the use of structured representations. Abstract Syntax Trees (AS...

Enna Bašić, A. Giaretta · 0 citations
#artificial intelligence Preprint Aug 2026

Does Reasoning Mitigate Backdoor Attacks? A Neuro-Symbolic Perspective

This paper claims that an in-depth investigation of the adversarial robustness of NeSy models is necessary and provides the first systematic evaluation of backdoor attacks against NeSy, and shows that while NeSy models are indeed more robust than their neural counterpart on average, their robustness vastly depend on th...

Marco Antonio Corallo, Andrea Agiollo, Mauro Conti et al. · 0 citations

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