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PTN-IDS: Prototypical Network Solution for the Few-shot Detection in ...

https://cis.temple.edu/~wu/research/publications/Publication_files/1571039973-LCN2024.pdf

Abstract—Local Area Networks (LANs), as interconnected networks, are susceptible to numerous security threats. Existing intrusion detection systems (IDS) heavily rely on large, fully-labeled datasets to have accurate detection, facing challenges when only a few malicious samples are available. In addition, previous studies have identified the deterioration of IDS’s per-formance when the ...