Zero Trust Network Intrusion Detection System (NIDS) using Auto Encoder for Attention-based CNN-BiLSTM

Abeer Z. Alalmaie, Priyadarsi Nanda, Xiangjian He · 2023

The large number of connected networks that underpin today’s IT ecosystem make them more vulnerable to cyber threats because of their connectivity, user diversity, amount of connected devices, and services and applications that are available worldwide. As a response to these cyberthreats, zero trust security has been recommended. However, it’s crucial to remember that this kind of security monitoring can be done by outside experts. When cloud-based third parties access network traces, there are threats to data security, thus the present trend in security monitoring needs to change to a "Never Trust, Always Verify" approach.

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