8 citations · 13 across the 8 of their papers we have counts for
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Semantic Preprocessing for LLM-based Malware Analysis
Benjamin Marais, Tony Quertier, Grégoire Barrue
In a context of malware analysis, numerous approaches rely on Artificial Intelligence to handle a large volume of data. However, these techniques focus on data view (images, sequen…
A Lean Transformer Model for Dynamic Malware Analysis and Detection
Tony Quertier, Benjamin Marais, Grégoire Barrué +3
Malware is a fast-growing threat to the modern computing world and existing lines of defense are not efficient enough to address this issue. This is mainly due to the fact that man…
Use of Multi-CNNs for Section Analysis in Static Malware Detection
Tony Quertier, Grégoire Barrué
Existing research on malware detection focuses almost exclusively on the detection rate. However, in some cases, it is also important to understand the results of our algorithm, or…
Towards an in-depth detection of malware using distributed QCNN
Tony Quertier, Grégoire Barrué
Malware detection is an important topic of current cybersecurity, and Machine Learning appears to be one of the main considered solutions even if certain problems to generalize to…
Quantum Machine Learning for Malware Classification
Grégoire Barrué, Tony Quertier
In a context of malicious software detection, machine learning (ML) is widely used to generalize to new malware. However, it has been demonstrated that ML models can be fooled or m…
AI-based Malware and Ransomware Detection Models
Benjamin Marais, Tony Quertier, Stéphane Morucci
Cybercrime is one of the major digital threats of this century. In particular, ransomware attacks have significantly increased, resulting in global damage costs of tens of billion…
MERLIN -- Malware Evasion with Reinforcement LearnINg
Tony Quertier, Benjamin Marais, Stéphane Morucci +1
In addition to signature-based and heuristics-based detection techniques, machine learning (ML) is widely used to generalize to new, never-before-seen malicious software (malware).…
Malware Analysis with Artificial Intelligence and a Particular Attention on Results Interpretability
Benjamin Marais, Tony Quertier, Christophe Chesneau
Malware detection and analysis are active research subjects in cybersecurity over the last years. Indeed, the development of obfuscation techniques, as packing, for example, requir…