Delphi Scanner is introduced, a static malware detection system for Windows PE files that balances efficiency with behavioral interpretation that uses a convolutional neural network to model Windows API sequences to classify PE and a decoupled interpretation layer based on a rule-based layer to categorize APIs into hig...
Bijied Brahimi, Vincent Cohadon, Gabriel Glazman et al.· arXiv.org· 0 citations
The results demonstrate that grounding Mistral-7B within empirically cloned interaction networks produces a realistic simulation framework capable of reproducing complex social dynamics.
Omran Berjawi, G. Fenza, Rida Khatoun et al.· 0 citations
Adaptive Uncertainty-Routed Analysis is introduced, a multimodal email threat detection system that analyzes both the content of an email and its embedded URLs and quantifies prediction uncertainty from a URL classifier.
Large language models (LLMs) are increasingly deployed in applications involving interaction between agents, where their output plays a role in collective reasoning and decision-making processes. Despite significant research into the functioning of LLMs in such multi-agent systems, the processes of bias propagation in...
The scalable and efficient solution against adversarial DDoS attacks, introduced in this work, paves the way towards more resilient and adaptive network defense systems that combine generative adversarial augmentation with recent advances in learning models.
Makram Chehayeb, W. Fahs, A. Rizk et al.· 0 citations
Experimental results show that short browsing sessions are highly identifiable, while future navigation actions are highly predictable from long-term interaction structure combined with recent behavioral context, indicating that repeated interaction patterns remain the dominant predictive signal in the evaluated web-br...
Ralph Elsaghbini, Omran Berjawi, W. Fahs et al.· 0 citations
This work proposes a framework based on Friedkin-Johnsen (FJ) to identifies influential users and study their impact on dynamics opinions of community and shows that influencers with highest influencing score, significantly shift the overall community opinion.
Omran Berjawi, Rida Khatoun, G. Fenza· International Conference on...· 2 citations
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