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DReLAB - Deep REinforcement Learning Adversarial Botnet: A benchmark dataset for adversarial attacks against botnet Intrusion Detection Systems

We present the first dataset that aims to serve as a benchmark to validate the resilience of botnet detectors against adversarial attacks. This dataset includes realistic adversarial samples that are generated by leveraging two widely used Deep Reinforcement Learning (DRL) techniques. These adversar...

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Detalhes bibliográficos
Publicado no:Data Brief
Main Authors: Venturi, Andrea, Apruzzese, Giovanni, Andreolini, Mauro, Colajanni, Michele, Marchetti, Mirco
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7749366/
https://ncbi.nlm.nih.gov/pubmed/33365367
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.dib.2020.106631
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