In Search of netUnicorn: A Data-Collection Platform to Develop Generalizable ML Models for Network Security Problems

R Beltiukov, W Guo, A Gupta, W Willinger - Proceedings of the 2023 …, 2023 - dl.acm.org
The remarkable success of the use of machine learning-based solutions for network security
problems has been impeded by the developed ML models' inability to maintain efficacy …

netFound: Foundation Model for Network Security

S Guthula, N Battula, R Beltiukov, W Guo… - arXiv preprint arXiv …, 2023 - arxiv.org
In ML for network security, traditional workflows rely on high-quality labeled data and
manual feature engineering, but limited datasets and human expertise hinder feature …